{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "import numpy as np\n",
    "import cv2\n",
    "import math\n",
    "from scipy import optimize\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('uint8')"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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/9Z+/yo3rG0QhKKljmS6alivdBx98EMuyGI/HnDx5kne9611885vfxPd93vjGN7K7u8vq6ioAk8mEdrtdest75QcpHCllCXUUc1d4dYXy1nUd3/dpNpsMBgM+8IEPcPr0ac6dO8fXvvY1AGzbzrFZKUmSBNM0WV9fp1KplOdTSpXf5RhjXP6P7/vAnXh7YRCCIODy5cucPHmSLMuwLAvLsr5H4RcRS+EBP/HEE6yurvKFL3wBIQRJEHL/Paf44he/SKNWRaYZaJLxcIKmKVp2gySJcat1tDhBMw0ajRbT8RRD5B6w1+8iSLn3/jewvd1BphlSKhzLJYuTfHXuWYevhtXvNVCF115EMIUhHg6HZURQYPXT6ZSDBw9y/tIrSClA5E6FbZpoSqKSmLlG7uUZIo+ODEsHt4Yko1KvkcqUSehjJLnhH41GpWdYGA+lFKEfI3QY9cdU3QoH19a4eX2dUX/M2upB3v+/fJD/9X/7bW5t3sL3fWq1Glu3tqlWqzz26ONcuHCBNIoZjYY0m3XCMODgoeOgpXS7XbIsQdN0JhMPKfOoplZrEAQeIAGNKAqI49trR9d1hsMhFduhWqlw8OBBLr98EU0XRFHE2uFDzM23MZz8+bvVCs+fO0voB7iOQ6fbp+lUGHR7WK6D6zhU6/U8KshkrqTTPDdQq9XwRmPWVg+wtrxEKjPGvsc08JlMpuiaIIsTdF0ReyGNWpPhcIjneUw9j0Tme3Fj8zrj8RiEhhI2aRzTaDZp1pul85OEec5kOp3Sbi/S7ebG+tixI8zNzdHp7BBFEYqojIANI4cXixyZlJK1tTXCMMTzvNLohTNYUtM04jjGsd0yInZdl3a7Xe7LbE9u4AfJ6+XRo5T6K+CvXsuxvucx6Hb52Mf+FY5j8ndPP8UX/8NnmG+vsDQ3z/q1Sxw42GZ+uYrMHPr9IUoJogQs2wbNwLAsVg4cQhcLPPfsWfx4jNBNnvrGt9hY7yBDHyEMhDCwLHvm/epoQrG2tsxoPCDLMgI/QiYSoSniyCMIx/z7P/8sfjBlGgZMxiGmUQUUg/4uvh8SBB6nT99HGIYopfjWt77F1tYWJ0+e5MyZM0ynU+bn5+n1eiwvL1Ov19E0jUqlUiao9szb952rAqcrlNJeHL5QQlJKFhYWGAwGfOQjH2F5eZmXX36Zz3/+81SrVRzHwff9MncQBAFSSk6cOMH29na5kArPtRgX3PYgCyhmL37vOA5zc3O4rltGGtVqtUzEFoq+eCmlqNVqpeF7+9vfzosvvsj587lP0DZ1DrbneMePPYFu2sRpglQa6AKJwlAGYRxTbc2iBkPgTaYsz7dJgpBfeN/PYhLwvp/+Kb7wV3+NaTtkaMhE5km2V1Hqrzb/exPGxXvHcZifnydJEkaj0R25i0LR7+zsAJAmSR6hoaHSDCVA09Qd5xMyQyJnSUxJKiVSg0yBzG5HQVLexob3RnqxHyBlShyHRFFEr9fDNE2Wl1d4/h/Ocvr+h4kCSauxSG/3MlkypdXIn9WzZ84wPz+PH6fcc/IEnU6HxcV5Lpw7m8MzrsVkFJGoDE3TSeIMqVJarRZKKY4dO8Z4nHunnc4Uc2aQ9kKJrusynU5zpeY6PPzww4ymE5555hmOnjzBwsIC0+k0X1tCMhmPaTYa+TpXoKMxnU4JwxDLNGm05xj3ewjLwLAtxqMRS/ML9LY73NrY4tiJ42RKo15vIjW4cuUKOjpIDaSG74dEcUy9UWVpZZHheJwrTgEHDizjOA6TyYS11TW8sUcQRHR2x4yHOSmgVm3dkYs5fuIwWZZy8dIFFhfnac/PMx6Py0gvjmOUUvR6PSCHTHd3eyWxwrZtRqMJrludKXyfRqPBeDQt90ujUaPX26VWq9Fut+l0Oj9Qtxbyuin6f4ocO3aUe08e42t/+Z84dc9hRrubnDi0wvbOiL7Xw0kDMhkhdBvHFWgiQ5gKmQn8OEYzHAyryfq5qwx6Oxw6fAQRwqA/5sbGeRr1JXQDNE1i6AKh6ei6QZalrCy10YQEJFLmSlcIQRwmZKmOzEymkwwhXFqNFqG/SxzlHoxlVkgtyWg0oNGsAXD58mWuXbuGbdu89NJLeVg+GnHs2DEefvjh0tMrcPp/qkefpmmZwCw8zGLTF5+r1SqDwYCPfexjpGnKpz/9aba3t1lbW2N3Nw/FC5xf1/UywfbQQw9x7NgxpJSltyiEKPHnwksr7rl4X1zbtu0Ssig8FMMwynG9WnK3wLR/8Rd/EcMw+Nu//VtM0ySKIqoq4W/+42eZBgnv/4VfQJkuGzsdgiQDTSdIFEE4wkwFmlDIOMAQsLa8gAN86Qtf5LOf/mPuffQRtHoV3bLIyPe6JiV3uPMzeTVGFNxW8nsN3vz8PMPhkOvXr6PrOpPJBMuySiNchOoGGZqSJElazvndUUIRgUiKFyil5ewgdDRNloY3iqIy11Ng9ZpUqCwDoRN6AYLcKUiilOefe44Pvv+D/OxP/yx/9Ed/hC51SBRLi4v4vo8/8mhV68RRSLezy+ryEkopXMdBF+C6DoPBAMuxcV2XubkWS0tL9AddOp1tqlUXP5hSqVR4+OGHeeH553O8WeTR7nQ0JphBPa7rYrkOo9EIYRq86U1v4lZnh83NTeI04fCRw0x2+/TiFNIM13aYJlNGoxG1ZoMgDBkNh1SqVRr1OkoX3Li1QbNW55XLV7B0g6X5JSZjj16/hxIa48mEVqPFdDii1mhwYHUVy7IYDIcMhj2uXLlCRn5vTsVme2eDo8cO0l6oMAl6zM0vkHYiTt5zlIpTJQgiblzdZDgc0uvv0GjUMC1B7EW05+sE4ZjO7iaN+lwZCUuZRyCu6xIEAZ1OB6E5GIaB74VYlkWaSJTM8z26MAn8iGrNIcsy6vU69Xq9XD+j0Yg0i36gbi3kh0LRdzodznznmzzyyH28dP4Ftre3mIx9KpUFbNNGR5HKiCSJkVpGnIZMp5L23CEOrx6l0ZrDcDSkdpNmu8bN9U2iZIxpatSdGiYC3dJAaQgNNDSUkli2wcrqEr3+Npqmo2lgWjq2XiXSI4b9Qa7shUmn10FYJkmiiCOJUnlCTmgGUqa0Wk3iOOb69evMzc2VVnc0GmFZFm95y1sIgoD19XVqtVqpEP6pHn2BkxcK3rZtwjDMw/6Z9xRFER/5yEfwPI+vfOUr1Go17r33Xra3t5mbm8O2bRzHodfrlQuniC6K0BAoFX7xvlD8RVJ4LwQDlJ5+8beCQXA33LQXdlJK0Ww2efHFF/n617/O7u4urVYLwzCoiYyNS5fQnQrf+btnOHjyXjY7PTTLJVEagdQI4oRJsEuWJVi6pGYKXnj2DJnv8X/+8f/Oo0dPsHHxMvc88ThBlBClucEyhcOr6fS7Ff3d91oY6FqtRqVS4erVq1y5cqXMneyNrgB838cWs1yM0rBMnShOEcIoSJ5kCGSaIESe6E+zDMOwUFKiawKEjq6n5RynaVpGDcDMuDqkfg6rhWGCYeo4joOUCUkc85WvfJXf+O//Wz77mb/g4qWXWFpaYNQfk6QR9WqNYX/E1BtRrbqMRha1egXLMnDdJp43xbZtMpHDVLdubeURS2cL183XX+7QDNHFrRJGlFIyHA6xDZN6rZYnrf0cxqhWq7Tm24ynk9Kwa5qWRyIqN1IaeR7KNi0ajQYLq8t5RBsnhGnC2ZfOs3JwjYdOP0Cn08Gfegx7fXbWt6i3mjTbcwRxhG3b9Ho9DiwtQybZvLlOIjPcSoW1tTXWDh1AmDk1dzQZsrS8QKVh5+cch1y/+grHj92DP/EIfB9dmEiVkqQRmjAwDJ3NzXUsWyeKPILQI0kihGbOnkFupB3HmdGFLRYXFxn0vTLaLxhb7Xa7hAWzLKPemGM4nDAaxQTBpHz+nU4Hx3F+sHIt9MZrPvJ1FCEMDiwfY+vade47uog0IElTEj9BWXUSTXBzZ8SB4ydBjQjSmLe+/QkuvbzJ2edfoOa2mV9oMOoHxHGeSHRt5zanXEtppREJFqkpSCwHt9VicaFB1xtQq9sMegkqhThVeOEUP0jIhE4kBZamEwYpZjBlIhP6aUwmQJgWyTRBaham1mDidXjHO3+cpaVlfN9nPJoShrk1//a3v814PKXVaiClpF6v/6OUvr1SKPBiU0+8Ka1Wi1OnTvHAAw+wvLz8PUpGFxKZCZTS+Fe/9usIHaRMkSoGMgy9ihCCjY0Nrl69ypkzZxiNcupckRArzpckSYnnF2ye74djFzhmYRQKr7UwAsVrr3cfhiHnz58vPb44jnO2kBHT6Vwn1XSMqonRcnBrLSJNQiYZeH0c1wapsC1BGni4tRah73P96jUWDxziuXP/gFZxOR4HZEJn+9YWK8sHmKYejuViabdrEF4N89Q0fabgC7hMUas7ZFnEw2+8H13XuXzlJYQuEQKUymacccmRwyeYTqdMvWGJv+bemZuzcWaGQ0szjFkeJJ8THV1n5nwURtSmWq2SpinVarW830KpVlwTDWem6ENCL4XMp9VqMR6P+dpX/5p/+Sv/nA/9lx/k93//9yGD6cQrKX+kKRqC0XBKq9VmOBizvLxMt9fJIc0gRBMOiZ8nhaNpgqvXcYTFbndnlquw6W9fxxIWzXqTOE4ZyTGhH+XVKCojSCTSD0m2OwRxRBD5CCmpOCbD4ZBGuwVxxihOkFKw08/rMBYrLkmacuHl8+yu3+LBhx6iLgzG2ztsXLnCAw89xNzRI3RqFS7duMEb3/o4Z86cIY5jTq6e5NCxQzkja0az9fo9wnhKGFfodrscP36cVr1F5EcYyiDYEbTNQ8zPa5y7dY7tG70cu5+tdW80xBRgGzpCJTkTKIzwRhH1+hzjYIyMNNxajUnoM5361Ot1HnngMSqVCpZlUbnP4uWXX2ZzYwtNgmvYZGFGzW6QpWqWeA+pOtU8+U3GXKtBqqe0j5ykVqtx69J3XpOO/aFQ9L7vs75xg8WmhjXjviZygGkIlJ5TjJqtFkEQEfgJB1YP8e1vn0GmDouLKzz33HOMJ7188ioV4ji+gz8uhMDT6himjWG5CE0w7mzzMz/5Y7x04XnqNYflVk4B020XoduEsWSxvcB0NMIxNAwN4kyCoROmcblJ0ygkmfiYac40abfbTCYTnnvuOZI4Y2PjVukxHz58mMGgx9e+9jU+9KEPvaZkSuHBF8pydXWVer3O+973PgzDIAzD25t1Jhp5URlAlubFZkIUhT65YojjmCeffJKnn36aa9eu8e53vxvP82i1WgRBUF6zVquVsM1e2GUvswe4w2gVBSDF+zuw6Nn/F8bg1YqnCulNfdrLq2CYbGxvM9frUZMC4VRottpM0oAsSdGUwrJ1bMvhypUreIMBN69eZXXtACcWmhi1KpkmAEEaJ6AUmtIwNIFSaTmWu8f0avdf/K2oByhw+QKyyselMAyouAaVSoVGVClx2mJe93rkBYNq77XujpYKhlWR+7j7O6BM0O6tt+h2u+i6Trvd5tlnn6XVanHffffxlre8haWlJdbX1/n0pz+N67pEUUSj0aBWqzEcDrly5QrVmlsyYmzHnNUQeNy8OcZxLHa74ey55veHknmeIOxgGFaZjDdNc8YSUXhhgBcGaJYgjPP8kGGbrB5c49bWFi27yqlTpzh79gJpkrG4uEiappx59jscPXqEpWabbrdLrVEnTGJOLC8xGAwwLJNHHn4jtdYcg26PN5w8ledPpKLmVuj3+6X3bJs5maO322V5aYkb164TRVGZ89KUz3g8Rtd1FhYWiOOYSqVSUjK9yaQs7pNSMj8/X3rtpmly9OhRurvDkinTaDTwfZ/pdIqUkps3bxJGU3zfx7ErVCpVAj+csZlmxAB0IgJc16VarSKzLGcIjcc0642SEPFa5IdC0QuhUalYKBGSZDFS17AcEy+aYooKaweOsLS8gOuYLMyvcu3qBlW3TZrodHb6OE619DqTJKFSqZRKpEhkDGQdR2pYfoTNmPf/xFuppwEPH7uH3mBMFPdJ05TdzjZjLyaTgt1ane1bGxgoZJpi1Zdo2g51XWAJRcM2qBkalYZDMN7AOnCUs2fP8swz36RerzPoj6hUaiV8kaYplUqFdrv9mnnbxaY1TZMwDOl2u3z0ox/FtmykklRDqzHPAAAgAElEQVQrOc1RcZuqGScxSRJh6BZKaTOlkiF0iW2bJElCt9tleTkPhT/+8Y/zF3/xFxw4cKCkfRbFV+PxuCzeKO7n7vsrIye4Q6HDbQhjL420iBjuZrncrVDvefQJ3v7e90KSECcpynSI05Qwzej1+8x7FU6/6TSWIVCZRFMZWfIIFdcl9KY0220Y9/mbv3uK//zkUwRZRrPWpGLaxEoilERyuxrx1Vg3hZHbe18F20aIvDKy+Lx3HFIq0GQZ5RSwWpH7KCCxorjm7uvsjXqAMu9h2/YdDKbCoy+MTsFiKrH7PQyOP/zDP+Rzn/scTz/9NM8++2yZPK/X69y6dYtKw2YymbC9tYPj2hw8eJAoiugPuqyurtEdjoizmEQmaEJj7I2pN/L1Xa9XOXLkCC+de35WnDVB0zROnjzJeDxkOOrna1Pmil8Tiqnn4VQdJJLpdIpbdbjn9BvYuHiNKE04cPAgN27cpD8aYFo6950+zdSb0N/ZYXF5KWfqVFzq9TpNIXj50iX+dudJGgsLbG1t4XkeKysrLM4vcO6Fs4zHY+bn5/NoU2aEYciDDz5IFEUEsyr56dTLDarpYFsuuq6zs71bzqtpmhw+dJSjb1kt+fEbGxuMx2MWFhbwPI+FhQU2NzdJElXCl0UEp+s66+vrJEnCwvwSWSub5Xe8GYxqYhgCIfL1FCkYjUa4i0uYlkUwM8ZoGkEQ/kD9UcgPhaIHYJZskhqo2eK3rDoHVhdp1F0uvnyZxx5/IzvbPaQUhEGA72Xoeo0wiBHG7aKiNE3vUEyapiF1G6klWLpiqWJzbL7B8899l1vdMevbXbpeB6UUfpwRphLdcHjnO36K9c0tNm9eZXVpmVDbwU0y5pSkZugcmKvQajnUF2qYNZPOjlsmYE3TJE3TOyrdXNel15uytrZWUtyi6PsnVAr4pEhcPvymR4iShN5ggBCipPV5nlfys8NoShxJdN0miVNc10XoGq5rUq25NCuNMnxMkoQrV65w7NixsqgjjuNSqXieV+KtcKfXfTf3v/gb8KrHF5/3eq17/2fvMZqmkekGly9eyb0ZFErT0W2TilulXqsQjGNUGNKdTFBSYlk5hW3du8mLL77I2toq0p/w9889h2GZTHfHLC7UQCkMpaEryFDf1+Aq9epjKN9zO89SjCuH2jI0Zo6GEuWzLAx3YQgLo/f9FH3xKpLfhYLfO3/FdwVlt2BzFGsnTXN6cVH4dujQIa5evcr169dJ09kaERLTzGsu3EreXuPGjRssLLZnDC9RFsc5jlUW0EVRgK7n9Mo8yZ/OmEG3DVw+XpF7xZFPGqVU6hXcisNgOEQzNQw7r8wFqFZdOp0uUMB+Of9cCGi155BS0ppvU6lU2Lx1i4WFhRKa0TSNhx9+mIsXLxLHMRcuXODw4cO0Wq3Z/UZkaYZtu7zyyrWSEaPrOisrB/A8D9/3SwNu23ZZyFSs65cuXCz1TbVSz1kx9RZhkNO3B/0RWaZKo1yQJIpK9EajAcDOzg5RlJSwXP6sTXLKKjgVl0ajgVOt4E+mVKvVvG5jmlfTv1b5oVD0ObdAoTQwHRfLDXFqVZZXD7O1s8uFFzuYps6zZ17kxo3rKJVhmk7OekkyKpUGiBnv1HH2TNhtqMG2bDTPQ0t7LDZsrnz7LxGTGLk95VBlEW3uJJZj02gvooSN0i0CITjywCO84794P91eB5lNkNsdlqKEtm3CZJe1BYMt7zrDMOI7L3WYTqcIoTMYDDh16hRRlC8OwzAYj8domsaHP/xhnn/++ZKl8f2kgDjq9TqHDh3iwIEDfPKTnywxX8dx8vL/Gf4rhMB0NAzdJkt1Op1ddN1E0xRB4NPZ3eaR06f53d/9XabTvPT9hRdeoF6vs7Ozw6FDh3j22Wep1WocOXIE27Zn0M9tNtDdSmYv7FFEUAWc8WrQzF4oau93ew2AUoqb/TGv7DzLtWuvMN+aw3FtVpaWCUM/LwwLNC6/eBZNzxPE01khkeXYKAR/8bkv0mw52LbL9Y2r3Lx+g9WFlRyHFTqaZqLknUya72XdiO8xTAWlUWh5bxnP80rPOjeKyexz7s1LFd+h2Is52Pt8Xy1yuBueKQrm9rbFKL67+5nkSjFXKHNzcwghuHTlIpcvX+bnf/7n+eQnP4nruiwvL7O1tZUXtpk5nLS8vEoQeFxav8Thw0fZ3d1BaAZhHDA3N8fy6mLew0il+P40N5yWRiqTnJ1jVUrvt6BqOu5BBoMe3RnkIfRykDzy+CPU63Vu3rxOrVHHN2wsx8aybQzLJIwDavUK7YU2cRJSX8pbBiRJUjpMk8mExfl53IMHmYYRV16+yMriYgmX+eP8unEYkqUppp63sdAdA5VRUq63NrfzCm+MmXNWYXt7h4MHD+L7ef5qNBpTtc2SI1+v1/Pit26X4XBYVpdHUQ7X9Xo5jbKoqwjDnGXj+yH1epP2nJU/r3oBBaUIkVN4j997LF8rUuG6Lt2dDjLLWDt8iOFwSGfzNXVA+CFR9CKnjJmmINMMTLdGrdVmc2ubNNZzLqyUbG7sIDSTaq1Fo9EiTWVedqzikk5WePN7aX+maaKJmFSOWZmzaTiSB+45yJm/f56VuSovX3kFHnor7QOrNNuLpMIgQyeRCndeMtYk7uIaNX2Hnd4Gm5tXCW2HhhZx+tEneGzljfynp/6KaCNifn6eMMy99LwRGyXDBvJy+WvXrpVJzrs94bu9xyDIMbrt7W0ef/xxzpx9HmHoCKnjVis5x10DRM4qipKYzniAbVXQhUt9rs3a2iGEELz88gUY9Eto5oUXXmA4HNJut/nWt77F4cOHecc73sE73/lO+v0+3/jGN+6AwfYq871QBdwJ1RQc+73jKTDjJEnKhGvRp2cvu2evAtsZDGi35nArDaQmuLW5xaDXx3UsKrbD7vaASqWCW63g+yGZUowmY0wrx0mdWp1USAY7XaqVOhs3Nrgw9zKrq6tl3kQzjdKr3qsobyvtO7F5pSRoeUVokiaEYchkMiEM8zA6N7g5/bZQ/oVyLs6tabfbUhSMpDsbWKlybRQVx3cnsIt7Lei2xVzGcYzneWVDuQceeIBer0eSJCwuLvLHf/zH/M7v/A7PPPMMP/7jPw7A4uIi0+mUpdVlwjDk0qUrBIHH8WMn2N7ZwjRzY3//A/eWMF6t6VKr1bhw4UWazdxJ6A13mXOaJURpWQ5Cy7hx4wYH1lbQdZ0jhw/OGsAleZQmU7Zu3mTH0DEtnSwKabTyvlCpTHCrDjXdRZFx5epl2vMt+jt9sizj8OHD9Pv9vGkaGlEQMuj1SdGwDJNhf1DO02g0ol6vs7y8zPb2NnGUYAoLlUDVzqnRcRgjY4VtOBi2tSd5no9v797s7ezgOA7NZpPp1KffH9JqtThx4tQMypncsS+EENRqNUajEUBuKLO8+aFhCPr9fr4GBZiGQbvdZnl5mXgWVZiWgW4aTCYTDE2gzeC61yo/FIo+TTJWVlaZX2iwfCAvvrh4eQsNq1QcuVdpYNtuyVhJkgTDBMvKE2B3F+TsDXFlMKDRcBj6u5yfThhHEfX2Ehf+4SLza4e4/7E3YVkOIy8gkQrDNPJIQ1OoNCHOYtrtNkff9jYuCMHWtVe4MdnF/9rfMs6m9MMhYXi4VIw3btzAdapUq/WybYBtu3iex/r6eqns7m4DcLcU+Kpt28zPz5MqSa3ZKFkX02me0AmTmEajlTcV0w/QaMzh2A1cp0Ec5RjweOphWjkly/f9kvd+8+ZNfvmXf5kPfvCDDAaDvEHU0aOsr6+zublZ0rjuxuP/KeL7PpVKpYQRCjrnZJJvCNu27/BglVKQZFy8cJ40SXBMi5WlZVAZMknxvYiVIwdQShH4ESkZumUh9FzZrd/aIggC/HCCqQmW5xd55JFHS7674dhgGTDrKFgo471jzBV9fv9CFOPPPx85cgSlFGGYFygVBqqI3jRNR2a5YRf67bkroJe9EFdRBLV3bgvDVxihIlrby2S6O1G8F74pjMyFCxdYW1uj3W5z6cpFhBA4jsNv/uZvsr6+TqPR4Nq1a4RhyPrNzZKuKyVYloNtORimzuLiIts7m3mxUK3GwkKbTucWK6uL1Ot15tp5Erdzo0On058pSYVj1zh+/Dj9QRff9zEMnTQM80hRJrzh2DH6wwGua+OHAQ23SqfTRdMUjWaNhYUFer0ec+0GU2/IgQMryMQgjRPW19dRWYbKcvxcJimteoP+eII9oxn7s2irYjukUcx4MMTQBOMgmjmGEfX67QIvx3HzhHMckWWKNE1IkhRdN2k2m8Cssn1uPn8/nmJZFsePnWA8HtPd7TGdeAgtV9pw2+Gr1+sluSJPUrv0egNqtQqtViv36nUNx7GoVByGwz5UTVyVG/3RMGdv+bN2DgUL6LXID4Wir1ar6MLm0uVrnH7gAbY6A/wgxRt7pCnoukLT9LyDnpQMBiMMQwAS3dBAS9G028pn70ZIZ530lMrwM4GfGRw+cj9PvnQBiymmM8e1m7dYe+orWK6DZth0xz6a5ZJqCsMQJFFAEPhsNOrsbm5CEqFlBg88/BPoi03atqB77TJi7Jfe7urqKp7nUa83y6hCqbx69NixYzmjoVq9A8su8N29UmzuN7/5zXzjG9/g4MGDpXddlOIPh0O2trZoNpvUajWmyYiJ57G1PUDDYmFhCcMwQRiMJgHDWdOp97znPXzpS1/i3/ybf8Pp06e5evUqk8kE3/fZ2tri1q1buK5btkHYqwD/qVKr1cqcRRRFPPbYY2xvb8+wYVH2gSmeH4BugsaDOfbq5RWRKlVl87Sr3Zs8+uijbNxY59bmNn/2Z3/OsD9CCIPIz8Nj0zGYDkf8yof/K65eeoXmXIMkywCFJxOqsy2wt3ncXoNTeNJZVjByJEKH48ePl4ZqL2sGCmhKouSdHPzivMX9F9/dNg63r3t39fNeuXvNFMcVCdgi4WtZt73S5eVlkiym2+3yuc99jne96118/etfZzQa4TgOW1tbdHo7ZXJW0zTOnTvHwYMHOXRojbNnz6LP5eOc7k7p9LZZXFrIq9rHAzxvQq1Ww07sO+7Zsiw2NzeRKqeFBpMpS602lmPmfX+mHjKOSFBEgcemNyXIMlAGve6QarWOIiOII1rtNhcuvsxjD/0zzpw5Q6NWJ0sSvHCKbZikcUKMhqHrGLrO4tpambtKkoRer4dGbkRtswYK4jChHw1KzDwOE8bDCYZrlvNs2zkjbzgclu0IiuKlYn289NJLZfRWSFHTUjCmCudmNBrlxsexZ8WPOSZ/6PBBxuNcmY/Gg7yYKsqI4/g2a6jdztuMxBGa8YPp2YX8UCh63/O5cWOderPC1578Bt1eh153QMNtkcYKp6KTZTF5C4Nc6Sul0IQkyxRR5OPYubXdi7PuDXN12yVB8tHf+p/wkoiDj9xgqdXG3x3x1Je/ih5PmY528ZIUza6iDBtMnTBLsGyDxZqFpTc4+YZFbNtkbm6ONz32JpSe0Rt0yaqrdHeeJAgCVlcPsLCwwM0bGyilyv4vnU6X8+fPcejQobItMVAmbF+NVy+lJAgCVlZW6HQ6XLt2rWxsVUAkRWm4EILJZMI4GaKkgaFXaNSbTL0cx/xnP/YW5tot3nTiIIZhcP/99/OJT3yC06dP58Uhvl8u1K2tLbrdLgcOHADu7JP/WhlDe6UYa5ZlvP3tb+fWrVssLS3d4QkXXm3x8qYT6vU6o6mHpVtESUSWqlltgcW73v3TfPnLXyaNUy5evMgjjz3K0089Tejf7iQZjUIqTpXhYJDDLVmMbpkI2yQly3H6Pfewd3x7Pe/iGKUydDTa7XaJ0Y7H47LBmWEYeF6AZTm05+dZXFxkfqGJbdtld8K9NM7b51Vl3iVNU8bjMYPBgPF4XM5dsR7g1Suo90YLxborehhdu3aNJ37szaysrPDZz34279B6+DDr6+tMJhNOnTrFx/67j/Gd7/z9DNIbIGXKrVu3sCyDY8eO0UtukWUJ9gyffuWVV3Bdm7W1VVx3IcedO/laq7h1skxx/fp1XNe+3b4hjGaU2ArIjCxLiJOIyWiMbmhMplPsVjOvIq04gKTf71Nv5MSFI0eOMJrkHH/btgkmU/xprsxRilaziTAtlpaWAOioTu7l9/s0Dh9hMBigSYVumCW+77ruHQWMjuPQH4+o1Wq5svV9dF3HdQzCIJw1H5uUhWumaWLbNtPptGRjFU6A67plS5B6vc7W1hbtdju/X6nhOjXELL/Y7XYRIn/GSZp32NRtA1fXmQZ+SZTwfT9vEDczQK9FfigUPTPP2Zv4dDs9sizD0SuzxJqJpul3hNW6PguvtRyjMo3bhTwFpBNFEdVqtfSmH33jaX71V3+V69dv8KlPfYrr125SqdRmSSMbZVZwauBwG1dO0xTNyjvY6VLHn3QIpvkGvbV+lYsXXigVynA4LBkN3jSa0bhUmTA6d+4cSina7TZnzpxhYWGh3PjFJhBC4AiBpguk0Eh1SYbisbc+xn0P3cuJU0dxzAYSSCQoAVkGhgEqjTG1nHmSZjoZGZoOGRkpINHIVZROlHjEZo5PvvHBxwjHHtOBx2QyYpp4mDKf16JvPNzZ2KsIPfeyR+DORKOWKDQhyHtPzI6Rilq9yr0n3oA3mDAJcsVumjpSgDQEGRmj8SDniytIRhOQimmcN6byPC/virm8xJVnX+bQ0mH+r//nz1lfX+eew8eYEyZTIsYWiKZF1dcIAo8zZ5/LW9xWcsqchY4udQzbKL3iAiYpJH8mRqmMcy87Y7fbm1U8Zkwmk/wHQ5QiTiJMy6Far/EzP/uzpDKP0GQc3YYgs9tVrXtfRR7EsExM26LWqHPk2NGSNfOVv/4yQuRtfQuqbWEsisR3MYaiSVzB6tK0vNPm5vo2pqlx6OAqO9vrHDq4yssvvcgv/YsPc/PmLW5c3+S733me8aTP/HybNAsZDLscOvJmrl17hdC0MHSXTCakaUSzsoRrmeiBjTcekVkZQZgh9GxmZHRO3rPKeDwliQ3SVNJaWqRWq7G9vUWzUsGt1Qn6EcvLq3z7299kdXWVxDdYW1lkOp2wtbXJ6vICoRdgmQ6TgY9THRIEMeubHrZRpdZc5PDBFVZWF9nYvE6WpOi25MKFl7EtlytXXmFhfoWlpRXqmT5zKmQ5N0X+qPiNBdu2sTSLNEiRQqISRZAEOI5Dw22QGAlxkuH7KY5jI1UOBzpOjUxpGJaLJMa0KlQcF8MQefXxrMGbJQw0w2Icp/iTnGWklKJer5PFOaQzv7gCQBB1GY+nOLaLkhrdbg/TtGk1miXs+Vrkh0PRk3eCK+hMxWbb61HdnYS6W6SKydIMLZ2V3lsao3GP++67j1/6pV/i/vvu49P/7tN89atfQ4j815T6/eFMgeX0rbsx/mJDpml6x7ULBVdsLuCO8NvzPI4fP45lWZw9exbf98vmXpVKhUaj8T3WuPDqIgUaEqEEmpQ0bZMPvO3tmL6HmSnIeuhuDZHE6G6VVGbITGHZAtDIQp9UVbFMHaIAS0hIE/KfxBIgzNwyxBHoFr1eFy+MmEZ546YkCsm025z/ve0L9kILe6UwAHuZIxkKlaXlrwsZhoGmazzw4IM8+/w/ICwT0oQg8pnECXEcoos8uvnyF7/A448/TqXaQM08WEs3SjbDxatXePNbf4w//b//jNWjh+lPRjQX2mzsbOE2ajjVCvceXMUnoyGs0svaCw3t7dezl/tf/H1vkrxQxDlufvuHSAq8v0iChkFMGCU0Gi00TWcw2CWOUpJwWiaf976KtbXX0OxlMRXz5ro5xa5QRJ7nlZ5kwQC6G14r4ArIHZb5+Xl2dnY4efIoUkq+8pWv8Ou//q85cuQIT/7NU2xt7TK/0sKyBY+94VGGoy663qA9Xy9/VGbxwHLexiAMSYMATSlCz8v71igYDsfolkmSylnkYjAeb9Oot3CcPI82Hg/p9/tUKhX+X+rePEiS8zzz++WdVZV1d/U9Pd0DDGaAwUWchAiQEEESXInHLncpKWSTVnglBleOdUi2w7t2BBWxVmzEmtSSirC1Wksr6rQoieJKpCiJIgCCCxEkjsFgcA3m7Jnp+6q7Kivv9B9fZXZ2EyDBWK8DzoiOnu7prs7K/PL93vd5n/d5Njc32doW8ODk5CSPPPJ+zpw5A8GIbltiNLKZm50VkIhqIkkKy5dfZXreolSqEfkKrVaXVrPJA/ffjSLHrK+ucerUKdbWNvC9kI31qywsLGIPHZpNgZ+HYYwzEpn7oG+zt9saVwiCAj0cDoXkw7gHlgyqAVQqFSHO1uujSwq6pGIVChCESFJMHMb4ro2qKDjuiKWlo8SBkOSuVqusXr9Gq91GVzUsq5z2BnxfMJbm5+cJw5C1tTUajQadTg/X9VFVHU01xtWHiYTyQ/t72eNtEeizJVD2Icxmkdns8Y0GW1zXTgWDHGfIvffey7333sv7HnkfL559kV/41C+MS6l8CqXYtpNiZK47+r4sKwkMSaBPOO0Jf1ZV1dR0Qtf1VM1QlmVuvfVW/uAP/gDDMCgWi+nEoaIo5HK5A+81+4A7CI63Rowexdw0O0u0s4vd65G3iri5CGNiEkXPgz9EUVQURWdnZxfHtZmenkaSFcIwRouBZpPOtauEtk1/c5PubpP1MKbjjHjkY/8YP5fHKFforAr4R4sVRuG+5nmSaR6GlbJMkWygT6dMVRlNVgRktbXF5voGn/jkz1Fv1Oj02jSbbTQJOu0mkR+kQ2maBA0jhzIc0ek5+FFIREyhVETXdTZ3d6jVajz57W+L5t/eLqgKA2dE7HsMWn0Cx+XEbafYvnoZPV8kjmOOHTsmtM/HEMvhzSkJkMn7TN5LVspZrMP9qV5NU2k2m8iyzHAgNFxU3aCQL9LpdNhY3yIIAoa9Vsp5TrjY2Uw++Zys7eza13Vd9F0GYrNI9P0tyzowCZusp+Q1TNNMoTAxEDRKA1YQujz99NN86lOf5uGHH+bxx54U1MKtNfzAYWNzhRtuWKLbaxFEcP36VdrtFt7WLq7rMjU5gSrJ9HsdFAlqY4E8vzdE1sB1PXxfhVhG1w3iGEYjG1XVMYykAWkxMdHANA2uXV/GMHKYpk6hUMAJlHRjbDabGIaB67QYDGzm5+fxwx797kAwW6IQVYInHv8mj7zvYe644w42N7dTuEWSxFTv4uINXL50BVlWKZeLNPcGRFHMaOQxMzM3pigPGAxGALRae1iWlW6mCYU5UdjUJGEpGAbBmPFjY5gijoBQHNWKJoNBn93dPXK6wdraGpMTDQzDTCHZZKOPooiZmRlarVaqdbOysoKsiE3WGXnEhowyJhu4rsv01CybV7beUox9WwT6JJAkC/XwQEjyM29GQQRQNRnPd6jWynz84x/n4YcfxvM8fu3zn+Wpp56iUp4Yi/l7aaB3HHe8c8cp7Sn7N5MMKqFsJkJDuVwuZYm4rpuWycm5t9ttzpw5k2ZiwoXKSsvqhO2SZIXZBmcoyUiyhC6BGsfsrq7x+Ne+Sn91nTwx59SA+x94iHd/4B8w8AL0Yp3uwGEYG+z0esTFmFD2cTu7TBrw+Je/ROfiefJI1GSZXAybA58rW1u88+GHkaZUAm+EaohNSw4ltLx+AJ45jF8n9yAJMvsMlX1qZRDFRARsbW/w7DPf4eiRBaan6jx/+lmGrsfmxjbr1y5h9/rcfPImopGHJkkYisytN51kY3WFXiQzGNn0RkOMQp7d5h6VSgWimKMLC9x66na+c/pZdra2KVcr7LSaTGh5ji0cZXt7G2/kYKNw6dIllpaWDvQWsiyYw4E+2+DMSlCI+0+aAPi+z+7uLrpujh9AH9txmZ9boNXqsLu7h6qqtPb20jI7kUI4vI4T+C4L4yXnYJomcSg21dFoxObmJtPT06mwWhZqTNZowtZKqkzbthkORxQKBjeduAHbHnD27FlOnDjBzTffzOnTZxkN2kxO1qjVakRxyJUrV5iemWRtbYN6vUrgwWxjmumpaZ7+zt8zPdWgWChSrU2wvrYCisLIGRCFErlcAUXW8LyQ69fWKZUtfL+HVahwdGEJSY6RZej3B2iqwcr1Na4sX2JxcRE3CNBVjV63w3DYp1qt0tzrUK836Pd6rG1cZ+noIu7I5X/85V9mb2eH555/huVLFzlx4gQbG1sMByMWFo5SLldYvrIy1nLKsbKyRhgKMbnBYEC5LHTpEygswerF62xQLBbTadft7e103aiyGBizRwPa7Ta1Wo3BsEMQ+FhFIcPS64nzLxcrKLo6JlIoxGGEa9v0Bz0S9pyQeN45MGBVqVTo9Tv4foSm6YxGbmrX6fs+YbTfu/lhx9sq0GfL5izVLJt9Jf+fPJSJ9KcXBDz88MN88pOfxPd9Pve5z/HSSy+lWhWDvpNmYgnz5YUXXhx3zsEwDmZE2SwuybiSTMy2bUaj0YH3kP2eLMs888wzVCqVtKGTBI3DGSSQBn7btokVGV3PYegKpqThjGyefvY5VHtE1dBRbr+NrYHH8+ev4UXw3CuPEykmARDGEXH8Il7skMPnJx66l3e85z3sTtbpb+8Qtdo0my2OHD9O5dgxRr6P225TK5b5q7/6a+6//Q40Q6dj2ywvL6eVRsJ1z16bw8yULPwBIGsa/miITMxPvO8RGo0Gv/zf/3e0ugNCScUJIsqGShSEvHz2JSLPx1QVEew1ndHQxjd0/CBAyukwnnpVJZnAdjijaMz9fJ3rr1+kqJvEfsBkfQLNDVldX6Mz6DNz9AgPPfQQpVIpFYY7zD0+PIGalc4ACMODQT+KAo4dO0bRKvLEtx5ne3ubxsQUW9u75HIF8oUCR44c5fSZFylXK/R6gwMQYJI0JN9LsvJEMyfRs0+uOyDWaCASjHK5LKZ/V1cBuOOOO4B9Pn1yH5KJVEmS0r9Vq9Xo9XpsbwsRsgsXLjA3N8cHPvAB/uN//BpaIUwbwqP2CE0zGB4xRokAACAASURBVPQdyqU6rhNiaHlUSeX0s6eZnZ4n8j0cx2N7e5fhwKUxMcMtt0/iexIvnT2PPRyhyDnK5SrT05NsbK6kz0+iT1+vV+l2u1y9ehXTyNNp90DSKRaqqLKEXchzyy23IMsaYRBz5cpV2q0u3e6QcrHI+voaU5M1eu0WD7/7PZimyc0nT6FrOV599ZyYz1FzbG/t4DiCGkos0+t1KJVKqQ6Uokjj3p5Ibl577TVKpVJaaW1tbaXS25qmYY19bmVFYWgP6A875PI6xUqecnlM/97bRZIUimWLIIjoDvqUrTJeEOJ5Qbqxa5qWMnISb4ikIiOWGdkuoS5mK3q9Hq7rpoOMb/V4WwR6+P4xePh+hkEWE0/kdRPnlttuv50P/eRH0FSDL//ZVzj74svYtphaC4N9HF2WBQxUqVQyglRqekOT3TT5gIP0uORnshTO7M8kU6H9fp9KpZIOmCTnmmT0WYw4sQ1LxqQVSQzelMol7r/7LjoLRwk6HaYrVaJbTrF0/ARSvoykGrx2fZtivQHKPj0vUj10PBZvPE7et5kpl7BbTfx2F4YueqnKKI4YqhoSMpEfcP61c7z/wYeIxiYjnU6HycnJA9fg8D16s34JjB1/wpCjc7OoUsDC7Aw7W9touoFi5LBMjdAZEUfj+yspRLJCLEtEskysqSBJxOPpUi+O0A0DXVaQZY3Y9ZHdAByfXEFj6LjI46YjQUitVsPzPJ5//vn0ofhRMM3sGkw2A1F1xqnPbj6fxzRNer0e6+ub1Ot1cnmLYlEEAWtsYZdshEmykKzfZM0kHrwJLTL7d2FcUUqiYur3+6kxuWmaafKSHEl1lfS6kv/bb56r40BrcOnSJR588EHKJUsElrA33tgkXNfH0E0UWSGOQJFVnNGItu+zt73HqZM3c/HiRfL5PP3+kFKpwuzsLK47wPdkNNVAUSICL0wF4KIowrYdNE1jOByiqDL9/jBtHheLRQFr6oXxc6JTLhep1+sMBiPsoWAHNds99na20RWZVnMXXY6JCVlbX8HQc8SKkOFWVZUoFFWQIodi1gYFRY6QZQlVVbBtAakVCkKwbDgcHvBQSKbPE0ZNAt22u32C0COfN/HDEC/wUSMFXVHxowAv9InGKquO5yLFIi50B31USUWSVRRlP3lMEsuketz/PoCUEjvCMMS27bRf9FaP/6xAL0nSNaAPhEAQx/E9kiTVgD8FFoFrwE/Fcdz+Qa+TlMXJIs2Wz9mfyQbVZHfVdZ1PfvKTvPeRd/Pcc8/xuc99nkuXLlGv1ymXRZB1HHc8DGGiKGr6EB05ckRwfCMIw+D7MvoslAT7QyzZbDYJ4ImLjqqqlMuCTpfP59NsPeHYJllXUi0k1Kt0gMnzMQsmqmngS1CcmeHEbbchBwFqBJ5loRo5MHTcIGRpcZ6+7REREIURMSGGJBO6LrKsI5sqXsFHz1UxJwLwIzw1JIdMb7dFTs8zatuoEdRqNdY3rnPt2jWuX7+eOggl1zuL02ez4DcK+OvX1vgn//AjPPTgPVx+8Xn+7E++xHseuJ/NnSY9V6I/cinWKxQKBeq1CpqmEkfBOBiN+zahB5KEbuVZ39mitdekpBoMtps0ilUmZJMTjTmuDJtYxQrr21vEJYN77rmHF197hUgW57awsIDv+wwGA6rV6o+6xpHlfWXKJKPf3tnmgXc+wNe+9jXsQcC73/1u2q0umqFTrdbo9QaUqzau4x8wgDcMITecPKxZHaMk887CYLCf0QdBQLFY5J577kn53Im0dBaWSu5TMrOQJB+j0Yg49vH8Efm8aG7+3d/9HZ/4r3+OX/zFX+SP/uyL7O42GfQdFNlAUyV6vd6YyiskHaIoYqLa4NKFy0RhzKA3ZHp2ir29Pb77vee4+/5JokAMXcWRhO+HNJttwijAKlp0O6MUf9d1lXZbMKymp6fHvS4DVVGZqNXZ3t6i1+9w5oUX6HWHeF6AhELBLCFNxORyCq+99gqXVJifnaHTahMETd5x349x5sxZdrb3RDWnaPh+gKrqOCMPkJieqaUQmGEYNMZyCb1ebzw5KwlKZmlfJTLxIfA8j/6456GYOlpeVJSKqaIXdIyCiaYp6NUippGDUB5rdxnsbbcZeT6GqqeVctL0zfbqQGzOmmqmchFRFJPPWYSRj++/ddMR+H8no//xOI73Ml//S+CJOI7/jSRJ/3L89b/4YS+ShTSyo/bJAj4cTBRF4b777uPnf/7nWV1d5f/8P/493/rWtzAMg8nGbPqwjGwHXTexisY4YItSdmQ7qXqj6/pj78uDGf1h7nhWNTBhcSRBIKssCPsZcPI7STZv23Ya9JMSfjAYcO+99/LhD38YfzjkS3/6J1xdXWFmcY7GsSVypRL4IXndRAodkCRCYgxF5t333oE3xnRlSXgmOaMIKyc2p36/T74yLc4bRAatges7VLQCg2aXUbfHzMQ0a2srxLrEX/zFX7C7u0t+7POZBJREbja5L9newuFm7amTN/OO225n6+o1ttbW0BWZat6ictME5cYRJN1kOPKJEVCJH3oEgQeKTBCMeyFKxMj3QFO4oXwjU41JiqjsStfJhRJ0bZy9Dq7bR/ZNTFXj5E0n6PV6dLtdPvjRD7N2aTnF2X8Uo4bkOIzpR1HE/Py8yNoH/XEQ0PFckY1XrWJa5o9sl3w+jyqXU558koXn80K+otVqiepnOExNKhKYJ6lak1I+2w9KNp7RaJRm7ocZPQlzLHEQE+vOZGj3qNeFOc7Vq1fZ3d3lrrvu4k++8n9TKlYpl8tsbGwhSTKeF1KrTolg1GuhqSqmZtButbDKFhsbW0SItT4xMcHVq1eoVeeEMmalxMiOCIJ9aE/XREXb7rTI50siu7f7dDo9hC+thKq4dHtNcjnRPL527RrEyliKwcPzRsiSsBactaqcOiXkiBv1SYbDEadPn6HdbnPkyBEkScEejpiZmcDQc2xsbOK6LoNhl9m5KSYm6mKjjTxq9TJR7HO8dIxryzsp4aLT6VCtVsebk0gwCyUBz/TtEZEcIWsqkiqRL1pohoyiSFhqHqtQ5Pr1VfqdPjIqETGyrICs4tqDdMgtObIxTzhNCWaPJMdjX4BgzLEn7Qu+leO/BHTzUeDh8b9/H/g2PzTQSyiykYodKYo0znAFbh5LNiBTKpbodvssLCzwMz/9s9x//wM8/vjjfPGLX8Q0RImX8GGTANxoNFJFy6T8NnQZTRWKdaVSKd0UkswqCcRZ0w9FUVILwCQzT0q8pEyOgjDt0JfLZcrlcqpPnfCfVSQUTfy843komjp+j/DEk98i8gLmjhxl7ugiAKe/8zy2bVOp1YiiiIcffIhOp0O5XKbX66VQUMrTjmNMTcPtiwdfkySGnWaaLSYDF4lLTfJ7ZtEglyvw5S9/mVwux4033ohpmgcCUIIJZiuvJOssFApYlsXFixepVCr87McfxbJk/tMf/A15Xce3PSaOzCIZBmEMUuRiVauEroNCjD30sfIFcrk87U4PVCiXfVrdCEUvEEsGuaqFFoM/66GGHlP6gImgzXZzA8WzePB9j9D0A557+SzT0/OM2iLTTYZLTNNMp1KTYHqYzXX4iCNpzL5xiQnwfJv6RIko8hmNhK7N0GuyeHyK+qROtVrm8uWXMLUAKXJpt4YEYczQ7uJ7Q4g8hs6IxaXjlKsNYr2CrOhMNdusrK6j5XI0O21kVUMBfNdGU2SiQQ9TUzGVmFLeIJaFkfjQ8fBjCSk+2BT3fT8d/kmCvpC2WKDXGxAGMq1WG8MwePa573L33Xfz6CMf4a/+6mvE+Pwv//O/wHVH/O7v/i79fp9ud0ilJrLuTrcNkoE9COn3HI7MF6hWy8LBbGKB1q6Lpkn0B21RDZo+uiHIFpPTVVZXV7HtIYNBj1yugCwpBEFMFKl4msJebzc9Z7HextLMscLe7ibVcsRgDLPcd9c7eeWla5RKJb53/rscOXKE1fXNsR9yGcdxxsF6j+FwxGAwYHp6FkWSae81CX2Xvb09qtUyg2qVdlvIKedKddRAZmdnh1zVoB92KFUqtHq7YEpUq9J4g3a45577abeF53S1Wk3pmVKg0Gq1UGMFXdXo94dYRYsgCJmdnaSzrY41bkR/QM+Z2KMRUThO3HQZVQpxPSdD+1bI50RVccvNt3P11bW3FJT/cwN9DHxTkqQY+L/iOP4tYCqO483xg7MpSdLkG/2iJEmfAj4FYJq5FH+PIgGbNBoNut025XKZYrnG5cuXueOOd3D33Xfznnf/OO12m8985jOcO3eOfL6QygEk2XOpVEp3yySzHp9TCpkcnqBNIJskiCUBIWFJJLt6EhwSk+ZkQUaRcEhaXFxkcXExxU+zND17OCQv5+kNBoSxeK1YYuwRGmOqWhp8m+1Wei2eeOwxLly6xG/9u9/kV3/1V1ldXU2ZANnAm+0jJEdyDXq9Xtrw0zSNUqnE3pgRUi6XOXPmDK+//jrVajXFgJPKI3nt5P0kkg7J31lfXxf2cJUK73rXu7CqFV777jNEioQbBXhRRKzKBGGMpqtcvXKN1vAiYeDR77bpdFpoiopVKnPTTTeRtyysUhlFL9C3fZB1rFwByQ+IKhUid8hmt8PEwjzFcMTOYMhjT36LhVtOsXT0KCduOoU7ctPzS/DV7Br4gQs703OJxwqWfuCncGGS3du2zcziElu7PSYbdYqVBpK2R31mDnsUYqoSgWMThSaKHCLFYr3sbm+xvrpBuVKn2e5TVCDOSQwjj/JUnRCfYmmaiVoJWYmwSjWGvT6vvPIKN9UmGA1GhAGosYEUKkTyvhlOluefbG6u6xKGYYpBN5tN6lIVXde5fv06Dz30EI3GBA8++CCKKiZaK5VSOnWtKBL9fjfNasX1cFOjmq2tDW655RZa3X0Dj36/nyZOCVXy9tsbSCiUSiVmZ+dZWVkhjsAwxPO4ublJoVAgDPcnTkXgFM3bfN5KN++PfOQjrK6uEIYhMzMzIEUis280aLfb6bnubK8DYFmCBtrtdilZQn5gZIvhxkpFJHyJ8FitWqLf74oBxMCnYOWYnKgxOzcp+mqB6ClUq1VM06RSqbC8vEyr1cK2bTFsGOtpgpjP5zl27MZxk13nmWeeoagXDlBrJUlKxeyiKCL0I1RNRjcEyyuXywlN/YkGhmFw8dL5txKjxfp/yz/5xse74jjeGAfzxyRJest/ebwp/BZAqVSOo0i8KVXVKBRydDotpqYbQl+iYPG5z/1bTp06haIo/Iff/iKPPfYEYRhRKIjyJQnQhULh+2z6sg217KDTGwXFLK/9jaCjLNMkyeyTh2p2djblzO8291KWRUJVjOOYna1t6o0JQedSZPxQ8MSTTYdgv7HmOA6Li4t873vfY2tri1tOnuSF50/zG7/xG3zhC19gOBwyNTWVlu5ZZlASiJLmTRzHTExMpKPbFy9eTB/il156CV3Xeeqpp6jX6ylEk904kuomC9dkA2a9Xk+v3/vf/3722ls8/tRT3H/yFN3mHvPHFgmsAo7n44x8dDNHLQe2HTM5s4TjzCAjsbW1xbXVK5RKJdZWI2TVYGe3yWRjlnvuuoeylePIvXfRKBfxLrzKyUqFV//w92k2d8iVBN/cMAqcvOkEL509m+LB2aZllsH1Jmsz/ZkgiInifZGwLB0zWVOl8iT5nI4chrRbfQw9x2TDwkPBC2KKitDI0VWJIHSIogApFpzo0cilXKrS6jdB0wgisTECqApE3ghNl2nbAUrRwlcVXnjpVW49cQuxHyD5EYaiMpK873sf2cadqGrFxiTYN51Ur/7ll1+m3W7zjnfcwQtnnqVaraYVtaqqxESEUYBu6JnBMYkYNXU56/eHvPrqOaoT+5uLZZVSQT/LKmHbDq+fuwDAzMwc165dw/cCdN1M126jMUWv16Fer1MoFATMMhiIzFhV+ehHP8r5c6/yyCOP8N3vfpdbbz1Ft9seu8x1BMEiEPel3W5TqVQE934siiia0hqlUo6tLZs4DnjXgw9w+fJl4Veradx1112EkoF2ZJoTJ28kigImJhtcW7mK57nUGjV2t3x67R6D7iBVDE1ot4Ou8IHda+5RLBaZnJxkOByytbVFo9HAcQRN0huKzdn3PMrlMppp4I0rsTiOMfM5crpQskzWpapKtNt7/99KIMRxvDH+vCNJ0l8A9wHbkiTNjLP5GWDnrbyWJCd4eEy/36VcKdJut/nYx/4R/+Tj/5Aoivi1z32eJ598Ek0zyOcLY1x6DK2owrYtaYhmmTI/bLIT9jHm7Ej/4c3hMI88+8BbloUfBrS7HdY3N1LalOu6adNNkiQuX75MZUfcuIhYsEzYHzaSQxE4fd/nyNw8O3t7nD9/nuFwSL1ep16vc//99/OTP/mTfPrTn2ZmZiaFhbIuQwnG53lemsmqqsru7i6qqrK9vc3KygoXLlzgwoULPProo2PJVDXd7JJMPhvwM/f+wOd+v4/v+3zmM59hMBjwN088xm63y4WVq7z2yku8tnKNARG6WeDWm27jl37pl1g8Ps/IdYkljVze4vTp07x27hVmp2d4z3seglBc83wuxxNPfJs/+r3fp9Pcwxn02d5Yp8SIf/7L/wO3PHA/bQlGcUyz1cIwXK5dvYI8NplOPAoSCC/b6Py+dZhhU4lAHxLF4w078tP7mMgQ6LpO0O9jGhVOHluk3dqjqtY5+9Ir2GHE9Y1NasU6nU6HkTcAxnMGnk/g+9x39z08feYMbaeNL0sEkYztepiaCp5HJWcShy4zU7NcuXKVsNfD0XQ6lSLTU/M4oY/jOQQc9GBIYMXEVMM0TRzHYzAYHIArhSm1w3PPPccNN55genqS9XUhTdwbKzMGgUcup9Ht2+mGJ0miMT0auTQaU0LQzDAIoh6e61MsVlJasa7rYt0pJr3egEajwfXr15EQm514hmA4HDEatSgUCly5cjXtCwloMiSOJZ566jvcfutJVlZWWFpaYn19XUxVZ5Kd/nDE4uIiOzuiWt3bbRLHMZaV0Cl9XHcIisyJm06yur5Jq9sBSWZyZppnT58Wyp2mSRQHVGo1rq0sU6mW2NrapNtr0m6JuYjkeubzeba3tw88e86YwTYcjKjX67RawlqwUqnSarUwJWF6HkRhOnypj99zGIYiEQxGbO9soihKys5yvRGarrKz+9aGpeA/I9BLklQA5DiO++N/fwD434CvAf8N8G/Gn7/6w18LNE3B81xMs4CiqlQqFX7917+AZVmcfv55PvOZzzAzM4NllcSkmOMioYwza4NSqZRmoYebt0n2nf06y5XOHtkAkDwMWewzy8hJXN0bjQa6rnNl5TqSJKUlazINmeDBYRjihQGt1T5eMHarkSSCOEoDkTMYoigKVr7ArbfeyssvvUyuUKBQKLC6uso/ePSD6LqYIPzCF76AYRhsbW3hOE7a7EsgrOT9Zf1bQdACk6CXTGq+8MILTExMpO/rMAMqW90kmXEi+KTrOrVajbvuuotyucy5c+d4/fwFqhM1Ttx2G69dOM/55cvccNvtDAc2zz77PE8/+TQ3nrgJL5TxUJhbOEYul6PTbnLTjRFPPvl5NrZWCf2Acsni0uuvUyrkeejBH6Pf7+M5Dr/977+AMTnBZNlibnePV8+9Luh7ijmWJhBzFlmqaBayyV6jLOyRrIOkIvJ80fzSdR0kwXUuFSvpugq726h6iN7LM7p2Gcce0r3wIlatxkQ4wLVVLpw7i6TptPs9CsUSMhK9dof3PfJBYukS1y5cQTVzDF2PQi6HH0VMFnIMVlYpmjrOyhr3zM4y1CvUjhxhtd3EHsgMohDNslBG+1IO2eQkgSzFmhDN24ThsbKywtzcHJ7n8vzzz/Pwe9/Dgw89wC/+s3/OzTeL6rlQKFCvVxkMuzQmq2PqbQ9Jgnw+x2AwpNfrCeOXvk2poqCpOq7jEWkx7XabQqFAuVShUq7SH/To9XrIkoLr+mialHLKiWWsQgnPd6jX6yk7TZKkdNBsMBhw6cJr/PiP/zhXrlyhXq9hmiZXrlwhXzAPKKMWi0VAQK6J+5pIXFRkVSKOQzY2t5BkGNoiQ750eZmjR5cYjumUw2Gf5u4OlXqN7c0tiEN2trYZ9N10Y1VllcALyBm59Hzr1TruSFAxfS+k1WoRBGJNtVotarUaRb1At9slb4khqJCY4njKOJfLsbaxThh46XnX69UxDDeiXp8lDH0297o/LLyKZ/Ut/dQbH1PAX4wDqgr8cRzH35Ak6XngzyRJ+qfACvDxH/ZCyQPjuiMKVo5PfOIT/NiPPcBw2Odf/+tf5cknn2R+fmGsCqjjeT5hEFMo5NNsNjmSxZ4MviQZ/Q/DZN/svJKgnjRkkyMZRLEsC9u2uXjxIkdPHkeSJMq1KpIkpTaBSXAMw5DeUHTa9ZzJ7PycwLolMcXYbLfYXd9kY3WN3d1dBiObMI4olUrsbG2xuCAcn15++WUURaFaFQ/ee97zHnzf59y5c+ztiXIxy8U9TFNNTI+TBSSN/77neYLHP/5etorZbwbti2d5nkelIgLe3t4eDz74IKqq8u1vf5v+0KaeL/Jr//YLNFu79OwR5y9cxB15FJUCii9xPlim0pjhQx//WQauEACbmFoi8kdMT91AsVajWimzvXqd8+GrXLp4nq2NFXp9sRlq5RL/67/6V8SxqKoaEwI/FZ68MZEkNrWkQS6yWmEQklQq2crkjbD7fD6PFigEgUMur3Pj7GLK3klsHJXQ5+z3/p6j5sMcn6gSDXVG9TI333ErHXvAmZbP//RLv0vbdcG02O32yOcs+t0u1WKZ2+9+gHJeDIe5voc3GKA7Nhee+S5zOYNcLHFD3eLJp/+e2ePHacvgBiP6sYuS04i0ENU5WJEmWX2i2SLggH1zkmKxkFrvFQoF2u02zdY2J0/cSqPRoFSsEIYhpVKJbn8HM6diO8NxRhxTLJa5evU6OVMIpw0HI44fP46Zl9jY2EjNTyYnZ9na2kJVRfIwsh1MI0cQRKiqjiyruI5PHAVIUkwcQyFfHGu/dCgWi4xsF0lSgBirYGHq4j1WKpWxLsw6MzMzbGyuEQQBKysrrK+vjyUXhJ1mpVIRRiiyTBxLDEeD1KdVkiSQpHECqRAEEZO1ybGiq0Ov12FlZZUTt5xkMOjR7faxcoJ6bNs27WYnJWnk8yImdds9wjCkXC4zsTA5ptFKbG9vo2lj6Wb1oLy1oig0m02AVK5ju7OLYRhUqxVyuQKmGXPbbTVWVlYoFIrAf+FAH8fxMnDHG3y/CTzyo7yWosjs7m7zoQ//BD/90z9NrVblb//2r/nN3/xNVE1mamqGIAgoFIS+hz10sKzS2MtRR5Lk8SI5aEUH+3Sl7PDVG8E3b7QRZIN8NtPPNpgkSWJqStDP8pZoCsuqCCB+mPESFQZQFCpC93pg2+y1WuStAjt7u3Q6HVRVpVIp0+332GnuERHTHfTpdbq875FHeOa73+Mb3/hGKlN67NgxLl++nBqiJ1aFCeso+cg2e4A0mMuynOpkZ0XXspO8SdA/DOEkm5zAxA0+/elPo2kazzzzDDs7O1j5Aqur65w5cwY9p2MVSkSxTCFnofoKkeugyAEFy8DxPYxCmZHn4zsORVPDHfaYmD5Cv73HwB7R3tulkBeZehxL+DEcOXqMfqdLFIVoqkroR6nT2MAWgSbZkIV1m50G92QTzE5jZwN9so4SCE6SBIY8OTlJLicUTbe3twWNMpaI5AKvvXKZuVqVuWKB5soO8++a4OJLr+OoOv/sUz9HP9aIC1WkfJmJSYFR10sVXMdhpl5m5I0Y9nq0N1aoBC4fve9uNq5e4R9/8FHWBj26MbSuX8dRNEI0hn0HXbMInIPZfBauhP1GtO+HQjfGdSkWC+lgV7E4zfb2Ns888zSnbrmNT3ziv+Kbf/fttDpst1s0Jsu4vlBWDMMY2x6M11ZAGMYYhvCYvXDxSrp2htGIVWedMAzZ9YUqLVKQCocJY5L8OCHanxz3PH/s/Srjefva/YqiUCqV8VzR/Hddl1qtKmQxgNtvv11IHeQEA6zZFA3ZaqWGbdu0WluptpVRyFMoltENMe2cywl20m133sHW1haXLy6jGRq6bFKvTfGukydpTE3w2vnXmKhPsbG6RT6fZ2FuAdd12dnZIfRCRtGIwBXa+7feeiuDwQDLssabghgWS+Dl5JnqdDo0m03MQp52p4NlWViWJSQ/iiXq9Xoqi33hwoXx5hVRGlcsb+V4W0zGKorCZz/7We58x+2cO/can/3s/865c69Sn6gKKmFJCCMl3pyLi8cIggjI2rPtN9kOyylkTRwOwzrJ8UaBPsvGyW4i2cMwDM6cOcMDDzxA0x3um0pIEkpmJD0ef0TjoSAjZ+KHAd1+D8f3yBctur0euuMgKQrIEqNxw6Vctbh04WJqWJzw/03T5Pjx4/T7fY4dO8Ytt9zCxYsX040om5FnA7eu6+kwV8KsyTo8maaZ/nwW3jrM6knYS7fffjtLS0vYts3Xv/51dF2n1WlxbG6e++67n3MXXkfL6aDqWDmLqOth6GWiXICsB+SLKi27Q8EqYRoGpiKqHz+IkVUT23Yol8vYA/EQSKqGrOUoFTQm65M49ggJ6LU75ApF+l2RTeUKeQaDAcViMaXXZuGbLB6fhWyy99j3fWRF4PExgdCBiYTE7e6uyLa6Q4WdYYS7t8au1eaZrQ2m6zX+5EtfRdY1uvmARrVMKVclLk/z0Ac/QrvrMrt4ktnpGXRV49jxBSQ55qlvfZPXnnmKot3jxZdf5KSV48tf+kOejSLm5hfIl8o0ux3QDCLFxCoVUUIZLxx83/tJoCdZlsfTwXbKrXccB8PU6Pf7TE1NUqvV+OZj3+B973uUBx54gNPPv8xgILJ9MWVsE4QeuXyRnFnAth1yuQKtZg/HEb2L9fXNdCOdnp4+oBHU7Qp99xhpDBeSNoOTIK+qupAVkDkQDJNhx2RuZqretAAAIABJREFUwNDV1I92OByg62qqzun7PhtbOyLxGsuQ65oxlmz2x4JgPqhiLeuG+Lu6bhCGAasr63Q6HWZn51ldXcVxXW697RY2N7d59dxrAmvvtjhy5AhhGLK5uZkme9mpd8/zWFtbQ5IkmnvtMQPQoN/vc/36CqZppsQIP9xPRIQ14YDRaIRuGgQ+WIUKO9st0deQJMJgPLk8U3jLMfZtEehrtTqnTp2i1Wrxt3/7t5w/f55Go0F/IKhS9lAIDhUKBQr54ngsOU8U7XO6E/nY5Mhm9W8WpN/Kkf2drPZO0mRaWlpieXmZSqVCe3eULsxkUWY3l2ympWma0J0fN3KtYpHBcCgatPG+M1YUCZU7d2iTM8y0AagoSuoIlRgZJM3aw+eeBPGEJZQd9ko+Ejgii8cfZthkm9Gmaaa84YWFBRRFYXNzM1W9rBRLlMtl3vve92KVi8hWjv7IRZM13O0BFa1AW20i5XSWr16k60nEyJRMHYIhkecw8nco5k1arRbT09NEQUWM0ksykmoSuH2q5QrBeDS83+kSBYHojchSyiWXZaE6mgy7JPfycI/mjTb75FqEYYgkx+mgUxxJqVzwKIjp9IcsTU2zND+PMjmN5I544cXTWNUyDzz8EM++/BoXtrsoYYhVKrPT3sLIFZBVjcbUNNc3NzFNHdvzKVZr9Hc3UEcjzq9dx/RCZh9+F3lLVEXbrTUaM0dQZB0pVAiDkFh9YwgqqUSTxCe5h4JFta/OmvRsWq0W05NDJicn8f3NdM0aORNJVbGsEjmzgCQpBL7IViXJwXUEq8VxvbFAmIyqjvWbYtA0Hdf1KJbMFC8PggBF1pCkfWevIAgol4tomnZATyrZQAaDAb4epQwX8frC9GN2bppms0k+n09htTAMafaa6c8Lq88YWRGewUHosbOzQ6lk0ev1KJeFHHSXPnEsJsIvX76MkTcplSpjOfWQ5eVl4YuQOFONn9XkeQRBUGg0GkThPs23XC7T7Qq9GlPd97jWNA1ZU1MV3/n5ea5ev4ZVsmi323Q6nXS9mqbJsWPH/v9nPFIul/i7b/4Nf/7nf85oNBqPGQeYhoXrhOhafuzInjvAWRcXLyKK9hd3toGaHNmsNvn4QZj94awVxg9KJBgyqiYusOP6rK1tcGzxBlrbTWQJSgUr5cJ6I6GBnbJYkJA0TRiHENHt9Vg8epRSwUKOYkb1Ic72HlasMF9tIPkhw16ffhThOA6WZTE9Pc3CwgLPPPMM1WqVO++8k+XlZc6cOcPc3Bw33njjAf/RJMBnr0OWhQQHB6CSr3/QtUlew/M8PvrRj7K0tESn0+GrX/0q1WqVwWDAlfMX8F2PmZkZZhZvIAxDJspjgbjahBDpisqCVre7RkmShFvTeDYhmQYdtHwmiyqxVRWN0XEvIfIdvCBiu9kSjB/Xpe+65JBAVbBKRQadHs1mk4WFhVQsLDsncbg5CxwIkHEcUyxWGdrioVdkWWgnhSGFvJiADcOQvOTTctpcVaroJRVbzWGaVc7tiMDzzOPfYeS6dAcOU4UyT/zlnxKrJq4fsrJs4Lg+ktYkZxg4vS7N3U3Ksw2m33k369evQ77AwtEbU2aTXygwlEJkbMq6gxc5yJnqNvuMJBWp0EnxUVV5DJGA50ZMNmYZDjzK5Ryho/L0U89x8sY7efSD7+cP//APMQs5yhM1ZCXAazbZ2RPG3jPTk0xOW+zttSlaRUZ2SCFfYm8oYaiT9AdtQl/QOQ3VIPIFBJb4nBqGNqZD51PpaNu2KUcmsR8SSAoxOoGkohcLjHSJkTfAyXl4robf7qMVyzj9LpGmE0gxV1dXiKOAqYVFdvsd+r6NZViUpkSAnjw6SbvdRo5iyiWNKHJp7uyhGTJmXlTY/cEIWZaxlQipkMc0NMJAVNzlYgFnpGIaCq6VT+PRYDCg1hAWf47jkLNybG5uMlmpEbk+UuATxTGaqlAs5nFrJeI4prnjYBUq4nmNY4KRz4037gfwG+YW0PUxhXUgUahXCIKARmMCQ5Ww+50fFFYPHG+LQH9l+Qq/8zu/c0BTO9G+KRQK5HPFN6X5JcfhQP6jHknGmoU8Em2b9G+IsSaQRBCYnpvm2Wef5UMf+pDINvZ20nNJ5A32A4Z4D3lNYa/TRpJjdFkYAYehTxiEGIZGXCiz3eyy1+lzxA3pDoZEvoeh6Xzw0fczMzHN7/3e73HfffcRxzHf+973KJVK3HXXXSwvL+O6LnNzcwcC/WH89vB1Opy9v9n1yUJBzWaTRx99lIWFBTqdDo899hg7OzspxXWyVOEbf/k1wX4ZNwQlZZ8Jkmx+yeseroAS45OsfK8sy6lWtyzL5HVRCuu6jh8K/FkyJUqlEqOR8MZNRMASdlFS0SQZZHb9wD7TKqXq9TawigLr39vbY3p6mmKxSHOvzZUrVzAME03NpVTa5HwSDZfhcIiqQb83JIhi9ja3WLm+RiRrRDHEskIUx4RxH+KY0HWIPJe4WuVbFy7ijEY88sh7WVtbQ9f1VHsm0ZZP3luSGWYJA9nZiiwklby/xBQ9kbs4ceIGnvz2Y3z4wx/m5ptvo9Gos7mzTr9n47hD4jikWqkTRj6uF+BGPtVqmeHAp5IrEvhRassXhiGhLprAedPEdX1ae03KE1Y6VX706FFkWWZ7ezvVZlcUCdcNqFcbDG0bL3JRtQKB76CrCq4XYhaLtFt7FIsFcpZBEHho+QIls0A+bzJwR5gFcQ6RFGDkNfxI49rqMnNzc8iyzPz0DJ1Oj+npWXrdAZZVotkU8EgQSAwGPUpWkWZrF01RKJWKqVxJoZAj8oNx38NPJVCGwyGyLAt55+lpht1eynoKw5C9PaG9k1CuPd8hX9CJPR9DF97OiiLhODbdbnfM3BulFVcCuW5v76aieG/1eFsE+jiKkSSZON7P1BO3l3w+jywdlBB+o0CehVWSAPKjHNnXfzMGRhQLZkjgB8iqMBCpT08yDFxUTaNWrhzIjI8dXUReOsZgMGBvTww5LM4scnRuHl+KiVQZWRO3IPR8KqUyFwbXaQ9cugOXcq1GHEnU6w1+6uP/iPZekz/+4z9mamqKV199lU6nk5ZwvV6PjY2NtJR8s2uTzfgOZ/U/6Ppmr5MkSZw8eZJ3v/vdqSDTmTNnqFaF5GyhUGC+2uAX/9tf4PnTp1lZW8UJfUauixf4eIGPGwYoMQcCfRKskuZx0jxN1kSy4IX9o4Y69KhPz2GNzaw3dre58dgN1CbqXFu5TrPbwR3abG1tpZzsrPZQ9nMWrkpKfpERC8aOpmlMTEzwxBNPCBKAoo+phh0M3adSqXD27FkuXbpEtVpNG9uWZdHtDJBVBV2Vsftt/HAstaFoaU8p8EWjToslNLOAP/Ko1SbQNI2zZ19ClkSZPxwOsSwrHZhJvIPfaM2+0RBdlliQuCclCrDbOz00TWb56kX6wwG33noLtUaNdz30IIoiA0Je+Ot/81esrl1DUSRGI4fhaEihILHT3CVXyjEcDli8YRHCmI2NLdyRgBunphqg7g8Ebu8IWrCYvBUb/87ODtVijaHdww/EUOGg1+bELccx8zpRHODHMjdKSwwGPUbDPrIUoSgSYezT7PaRDItTd95Gt9ul2+3S6neo1WoczQmz9CPzczgDgaFHISwtLXH9+vVxA1gib+VwPQc/0InjiGKxQkzItWvLlIpF+v0hipqBATWZlasrzMzMiNefPUKn00FCwRl5hKGwpCyXCoKNlLMol8ssLaoUiwKK1jRNeAT3hXH4yLHHEKGcmhdJkhgCy8Knb/V4ewT6GDTVGD/Iwig7MVXISrtmA9XhYJTNTn8YNPODzyU+oFKZPcI4wNB0nIFNTsvjjoZIUcjT3/sO+VIRv2Onv58EpaRxp2kag8GAi6++St+xyVdK+FKMG/gC6gnGjStHZIdLS0sUCwIvfMcdd9LvdHniscc5cuQoV65coVgsMjs7SzzefFZXV3EcR2yMhyZ7D1+bwz6w2ff6ZsNE2QAhSRKbm5v8yq/8SppNFotFms0m1WqVjY0NpuQcf/TVr1GsVggCn1a7iRsGQjNfAllVkZAOZJvJvxOWTAI9JPcjeT+pEmWgMH/sBq6vr2HkcxiqRjTW8Enkn5O1kFQCSWWQBPik8ZxsNodNQUa2g26ouO6QYinPnXfeKQJqJKXXPpkOveeeezh58iT9fp9+v5+Km1VrE5g5HaKYOA6JwpDAddIqQNNVnFE+Zbkgy8Tjpdft9vD9EE3xOXnyJOVymdXV1RQCyZ5vcu2Sr7MqsNkNPLmP3W431WXax4rhi1/8D/zxl/6Ura09Li1foVyp0e32mZ+f5NKlS8QhY0/mHI7vEMohTjhk8aYFNjY2UHQ5tQhUNQnHiYilGBRwXaFeubi4SKVS4vLly9j2AE3TmJycRFGm2NrcxQ18gtAjjiSOLs0jhSF2r0sQusS5AqausbpxjYX5eRQppNfvUKuUma/NMLdwXHg4eyM0vZb2qOr1JXzf5+LFi9SMOseWbmRjY4Nr164RhjHD4ZDbbrsNwzDo9NqEfoAsx1jFPEHgpQbgoom7PxiVNFETf+gk2UqSlqRvlZiYJISKWl2Ylu/u7qJpBjfddBPPPXt6bIrkiSoYHZCJ48H42dXHxkkOvr+/af6w420R6EFANcnOlWTF+1z474cdslIFsI+pZjNTePPAn/3/7JGFDrJ4NoBiqkRxgKmp5HWNUbfLRKVMLszhEVGpT6RN1CSbSnTGRZNrCskdUa4UceMQNwwoGDq9ThdNEkJqQeCAM+Kuu+9EJeLTP/9PuXzxPF//2l+nDaNTp05x/PhxnnvuOYrFYmpv9lM/9VN85StfEeeaGRzLNuLe7MgGhKz5xmHoJ5s1ZgXVkv/vdrvCCGboc98738nRpUWMQp4Ly5d56rtP4wU+eauAFwRjn819iYXDA2oJVpnwwG3b5tixY+PpwgqzRpF2t0u5XMYLRaDq9/vcfNutyKrCI+9/P1//y6/i+/6BielsVZO4MGXZWUnADMOQKJTHZtgeul5JZYUbE1MMh0MkSUaRBXvp7NmzXLx4Mc2yc7nceB3HdDuxkD4gwlAVFFnGdUbIMfjOECnWGToOfhQTEeOHIfHYVF2VNTzP5ZVXXkkrgERvP5upZ4X2knua7Ufous5oNBLOSGNZjCSREiP8JkEk+iDPn36WB975Lnb/egfDFNVJa7eDbTu0211arTblWhFFA3dg0+o3kXSJ2oTQg9re3GLk2tywdCOXL1yk0xuws7vN7Mwcmmpy7rUL5PN5RrZHtTKBbdt4bki/JwJlFInGKbHMxso6XjiiWivSbO4ysbiA4zjMz8+jaRrddgdTNziyME9zZ5fv/KeniKKIer2OYRhsrK7hOA7r5iq1Wo256RkuvLQ8hvhcLKuEaerMz8+yvr7K9PQ0s3OTtJstiqUc3XaH4XBEHIZYlkWvOyBS4vHU+dh7tjdkNHSYmJggCmL63UGG4SR6Zp4XYNtC1qTfH7LX3BzPEOl0Oh2ef+4FVFXHNGQ8N0RSVIhVNNVAUwVst99XklOfjbdyvC0Cvcg+NPJ5K9W9EAMSAs4RxMSDwT4p7w83XZPXOxzY3wiXfrNs5zAdM3lNzTTpNzvcevwEpqLxyksvs7KxxtruNm4c0m3106CUNBMBJicnuXr1KnEcUytbdPo9IWuqyBRyeeQopmqVKObyyIqM32mzeUlj8cGHePnM81y7voplWbRanZRZ85WvfIUjR46wubnJxMQEzWYzFWrLbm5Jppythg6/t+x9+D64KtOwTLDxrJRA8vpJgEy+9jWZ50+f5cnnvku328W0CtjOiOnpaW6/4w4xGBLtc9WT80uy+jiOKRQKKY4sy3IqxPbqq6/yyiuvsCyPv28KgSpFU+n0eiwvL6NoKi+++CLyoZ5NFr7Invvhyd+kKosjBUkW5NjJyck0o9ve3h4nAzITExMMh0PuvPNO5ufnx4M2AjKybRtVlpBlBUkSTXFTVw/cI6KYMPKRZJmcrCJJCv3haHye4r7Y9oClpSUqlQpra2sHpBziOE6v0WEILuuXkPzNRNEx6Vd4nshWw0DFDyLq9Qa//uu/zu1fvJ3jNy3RHzgUi0VWr61jqDk8V+DStjOiXC1hlEwGoxFTUxNsXNsmp+eYnJ4kCAIuL1+g1hC6Na1WC1DxPBfXDZEkH9+Pabf7Y5mEtpgKLYgAL6DcEFWWsQyLnfVdJhoVNtY2UZDQJJljSwuCDLG3xcqVawyHQ7ZXWxSLRa43r40DrEi8omKRYOjTz/Wo1ye4evUqExP1VPwtiiKmZyapVEp43ohOt4nnBhyZn0fv9DA1E1PPMTsjs7u1hyurtEdtwvFA1vT0NHt7e9j9Ia7tII9lDZLXliWFQt7CNHIsLy8TYQMSllVC10w8N6TV6YqNAYV8PpeukeFwKNbSuBLNiim+leNtEegTul/SuMhm6lla3+GPw9l79mF9oyB2GMIADgSpbOaaZEJZvH+302RhcorJep3d9U3yqooeRNx8dIlYU7i2uXNAKbDb7fKxj32MW265hc9//vOUy2VOnDzGq+fOCQOKXI5aqUJsuwS2w/TkJHfceRNGPsd7H/kA/+63fpsrF15HMXJ0Oj2qtUmCwOXcuXPcfPPNtNttZmZm0iZPEATMzs5+33U6fB0OZ+hvtuklXydZdjY4JRtiEiyBA1/37CGRoWL3PfKVEs1mk5/5mZ/BNE0uX75MsSCcmBLzBcMw0qnVpBpKYAkxRCP+fe7cOebn58nn87z00ktIEviBhxKHFMZ2g1EU0d1rphXBGwX6pIJINpos1JGt5MJAIopFUJ2dnU0rz1arlb7upf+HujePtS2/6vw+ezrzeO+503vvvrlGl3G5ylXAcxkb3GkIQiaAidVCFoagFuDkLxwFRaBI7kCgI7oTSCtp1GoTCA3YqLENxm7jodvGbWxcZarKNb15vPOZhz3vnT9+Z+37u7vOq3q2SKf6J13de/fZZw+/Yf3W+q7vWuvSJR599FG+/OUvs7W1RbvdzuAc3/eplysKf3ccUkPFMRjm4dJLkgTD8oiimDCISeb5jtIoJQqVZSFRvdeuXcucyp7nZZ/pm6U+dvp7iqUi35e+EGG0vzemvdxgf6+PG4yoV2s8+d2P86H//pexrRLf/dgTWKaN74fzAh6ArXwnpUqB/e4unc4SYRhjYTAcehSLBSazMaEfYRdt4kgVzk4Tk+nEw7FVoFLBKVBwypSKEa7vYpkWRmJAHBNEEXGYsN7ZYH19BXs6Yjqd8MDZ+2nUq+zs3MFEpSFwsGlVm4yHYyzLotlsslRvY5omg8GA4WjAnr9LrblKsVDm4KBLvV5jPB4ShB5RFHD8+HH6o32a9YbKaZ8q+nG70WZna5fd3V2WW51sXUjFrPF4nKVpsG0bb76BCq1ZxmdnR+WosW2HJIHpxIU0AGxazQ5xLeHgoMegP6VWL83nJRSLJU1BM0iS/8w0etu2qdebWki6epE0NUhTMM1XC3mhDGbJwHKbQ77lueE6Di30MyC7tk6/k5+xO+HsE9/L/efv48HT56i+6918+tOfZre7z8NvfQtr5+/LBl5SuUo+mY985CNYlsXUG+F5HmEYsn3rNtP+kEIMjz3yXTz21se5fu0Z6q0mX/7SFyg7NivLbfa6I6rVGqZjc+rkMfb3VSRtsVjkxo0brK2tqayP169nTht5l0WL/7XgmHyTz6SEmmQj1Ps57whMkgSj6DD2XSJSzp45zeapkzz77LOEYcjZ02dYX13DD4Mj7CTRMHWWjfg4ZOM0TZPnnntOJYCqqSjewPOJ4pipO8tSL2+srTMYDCiUigvnhTyvHhAnx+UdwzDEMotEcUiaRqysrGQ4+ng8ni9ek+7BAZ/4xCeo1WpZnn/h70dRhDfPBZMaJkGUgGGBbDLpfCzMCaZpYRsmJg5JlGKmJsYcrI8SVYhcT9sgWUZlnuXfIw+FSV1j+Y6+fqIogtQijlQaXcOu8HfPPcPDb36EZrNOkpgcHPSo16ucO3eOmT/A912scoXBsMe58+eZzKYQGFiWwe7uPhZq/cZxwvKyyoiJX8YwLEqlcL4O1DiPx9M5i8gjNVJMQ4WSJwmUi2VMM+HUqTNsbd+kvbpMvVLFnXoYScpqZ5XbN2/w4APnuXz5Mvu7d1hdXc3KeM4mCiOvlKsU7CKtzRbTAHZ3t9nc3MTzXPb3laCv16uA8qVUKiUODvYI/YjtrT3qlTrL7Q6rq6sEbpgFHR4cHBDHMQ888ADPP/886+vrGcVZ5q+wvxqNBtPpdF7vIlVJGYE0NWjUmwyHExVbU20ROAFp6mfrVNhM4hf7dvyQbwhBDygnVXK4+BQur4S8aH36i+mlB+VzvViubraKUNe1HP08wYN1gSXCR34DrE8SrnzqM5SPPcNKo8bKSocP/PA7+NP/+FWevfYyf/bhXyOxLN77j95PsdHh8s3bWMXS/D4q+KJ1bIPJdMCfffTfUE8jfvEn38vjJ05R39rmT/74l6kZ29StCr0XrpLOQk4WixwM+0yTmGqnzcGBKuYlMI1EagoVVbBlEegqLeshbz4v2BaZf7oQ0PtJp5vqsIEIUhUSP3cqT13CqUvBtHj5Wy8coVU+3e8TfyM+cn0ge/ZqtZpBDPlNRN+sLcvCCyfZeMaWRddXGtnMc3GKhVdZfXmMXufVy/PrtTs9f4Q43ZbaK1TLdeJwxJXLz2GZhSxB2Gw2O2KB6P2a2DYBkCaxckqSqAIEhoFlGGBAmjiQqJqcMWoexwBijMy7St5VxkI0+Tz1WN/kdbqoUFSBDM8XH0655hDFMwajIesbHX7vX/8+v/mbv8kPfv9/wV/8+V9SqtSwikVM2+DE5hqGE+GFY06vHycc+TixRRx1sZ0Cy2tlbKvEQW9IMa3gBiGTiYc3GasNyEgwnYRiucRs5lKqFInCWPWJmWLb80LqToof+7QbbWa+h1Ossn/nBr7vs5UktFqtLGdPvztUxbXNBoVKh3qropzC1TLhbIYbx5zYPMn+XpdyIeW7v/stPPv8c/T6fc6eOUOjVieeefT2DvDdmK1ZF8cuYVlFiizhTxNujnYplQpUKjVmE+VQj1OLQqnMM3/3LdY2NjEti1pD1RIejxVLyrZLlMs2s1kwr5QV02qtMJ1O8VwX00wZDJWVaFoQpxNMO4X01WVVZcwsy2LM5FXrd1F7Awn6xZRG+QwWc+X1BZw/B3iVMFmkyeaFnmjh8iO75+muSzIec/GlG9w0UmrVMp/92Gcx1tf5k4/+Cb3lVU6dOcm5R59kHCbct7yBF0bzayouvJl61Fc6lByb7Ru3+Kf/2z/jfe/6fqa3tmjYDp16zOxgi+XGEpVWgfHBPqnj4AU+e9s7tOZ5aSQqs9NRue23trbY2dlhb2+PlZWVI/nk885V2fykb3QHHpAJAj2mQIds9BxA0qf5/pRSd3pR7jzso2+4cJjzvtlszjnqxVeNmTyXYRhHnlPeL4oiut0utVotc4bqloJ+HXl3ffPIM5Wk0hiQmeHNZpP9/f3seXUfRt73offJImhMn7N6W8R80i01madynryfKEp6+gr93WXsZU7LhloqlVTqit4elWp5nkfKZjqdcuHCBT71F59WScKcEibWPLeTjV2sYjsmg+GEJFGbZLPeIA3jzFEZ+QlhFCjLIBjNM1EqJloUB9i2RaHgUKsVGI3GlOc1lB1HFe1QTuQp+/uqv3vdkcp0Ohhxeh5IVik31DumIZYNL7/yAic214GUbm9IFAWUShVefPEFarUajWqLL3/lr3no4YcxLYutrS36xRLtegPLsVkqLxFHKYP+GMPwMLAJw4BoXvJyOnWzAiuy1lzXnad1jrIkerIORMEU/rvEeqRpms0hyVF1ZL3FRyPSZWxlnO+1vSEEfV5YL/r8bhi7fK4LMt3hqH9+r/fIO2RF40lSg6VWG3dnxsT3cf2QbhTQ392j3WiTrqwy8nywi1imgT8JcMNoDgOBkcakswlxbGFbFqfPnqGZJtw5OODg9i1Ora1zc2cLJzJI7RpGucAoCLHKRYhifN9ldzzmvvvuIwxDOp0OKysrvPzyy9lEEspemqZZAJruu5D/dUGfDwzLC/JFY5Xv+7xwEy1ZzFTdkrjbpi6a8MbGBpcuXcqOL9LK4WiGUhk3OVeSR8mz6EJP1+j1Z9ad1oeL7aj/Qa4hwl/6WDaEfD/I+fl3zp+XF/R3a/JceerkopaH1vLXyCtF1WqVvb0IKDIcDlleVlTZ73rkURqNRvae0q9RFGBac/+GmZLYzHPJ+FhOEdO0ubN1h81jp6AKs9EMu+gQxCFOSZXXdF1f+SWMBMO2wFIbjxL0TiYUDUNFTo/HYwzDpF5r4Lk+aYLyaaQplmVTcIpERkK/H2CaBrValfEkJE1tLMvmYL9HuVzGDXxOnDihIlnLZZVGI4pVANrMwyjYzKYeruvTaJQJg+RITIJtmxl0Jky7RqMxT7p36PeQzKkiQ/RU6mIB5uWZLudkTi5iE/5nCt0sZoLIZ9IWCXk5vujzPAtFx2bl+/q9RdPJR1AahsFgPWV/0OPS3g2C2ZRqpYRv2exFAZ0HzvD4/Y/y3IsvsbNzm8byGvWKjYkKrPI9YUfYXL5ykd07tzmxvsredMjVSy/z0MnT3PQmVDrHiKOUK25ENBtwfTCkevoY5nRGu9Vk68adTCMbDof0er0sCdJzzz1Ho9GgXq9TKpWyBEuiUedZGdJfec1aD6jSYRzpJ5mAeQGi/58kCRsbG4c0xQX8/LxwM00Tz/OYTqdZqoG8MNKbziTRx1UCo3RIRmeZ6Jv3omAynYYZhofYt/Ttzs5OlupZ0vyura1lEY96sZm8taP3/WsJ6UXaWh62EotNriFJwBb1r27xpOmh41k2xyAIsvgDSRl+/fp1PvWpT/HII9/FO97xDq5c2cU2FIMnjiLSOCa1YtyZnwmwlZWClW4+AAAgAElEQVQ1RtMp7mRGmhocP7HBoNcjckOWmkusri3hOGtsbe1QrVYVpTM6LE+5uzdhNhyyvr6eBUyurq5y/fp1Op3jyuHpK+tpY/0U/d6UO3dU5abZbKiUKifhzNlTGGaMUzA4fWZTRShbKrK01xvQbm8Spwm90ZDecECr3qBSLuONJpRbTRrtFttbu1mwprIuUzBs0jQmipJMYRLlKu/Tc103C0iTYzI+s9lhgjmhzOrw26HlmxyZo1nSxG+zvSEEvUxCMYX1F4Oj0ZN60ExeW4VDPrYu+PUFpQsOEUD6Ihf+vu6czUzl48scf/N5ag+cxkpV/plCrcb/8/E/Y6u7xdYX7pAYJv/s1/5HosTAcJQZl6RqUZgWmLEJhoHtWOztbhO5LqudFVqbmxAn+IZN5EU0SlVuXb1EXK0wDdSzPPbmt7C/tZdBFtPplGazycWLF7McMDL5JABGfwfpB3Gsisak940OReThGh3X1oVVnqooTlvhMQsjQcf14TARlP69JEm4cuVK5neRyS/OWrFUZKzgUMCJtik56GUuiRCSc/U+EQqsPMNoNMrGXmoCy3WluM0DDzzAzs5OJgBUJtXDbIySFvgIHz851AgXWRP6BrpogxPnvv4+upUm5y1SbPKQjtxD+kEghUajTLu9wUF3l/ZSHc+b8ZWvfIUgCHjiiSe4euWT1GsVzBSuXrrM/W/aZLlZx7NtDCxGowmlUoVyrYbhFDAMi6nrk4QRfXfGaNTjoKsip4PIp5Q61Ft1ZlOPwWDA7a2bhJEKLPqRH/kRvvGNb1CtVhmNRqyuqjw1e3t7vO3xt/PVr36VpSXFqnGcArVaHZgX/UkDzFnK0nKDs2fP8vQzX2djY41yucTVq9ewLIfxdIJpWVy8eJF6s4FTKuJ6Hv1+n0qhyEG/B/Nyj2EY4rkzCgWHOI4oFh0sSyW1E6VClCqZsyKfpMKbCHmhusr8gkM4xnXdrH6AFB9J5+OpW3ACh9ZqNXr070nGviEEvW7i5mGXu2nor9d07FKnSErLm9ky8fXv6Qs0TVP87TEXr21x7tRpSFLq1RpuEPHut17gc//+i1SKBoZpUXOKYBcIo4TETEjSFCOJMYyUpNyaXzeCBJY6azz8pgdJU/BmLuMkxghDrt14SbESCtAsFvEnE576nu/lz//8U1mf1Ot1nn32WSqVCisrKxldMW/xLOLW360v8zi2/M7gKw2j160FOS5CqlpVpR7L5TKtVuuI30NYNHlqq/63vomLAJT3EUGfz5svv8WxLlqSnrJaNPw880rOWVlZyZ5TQQgT0jSl1WpRraq0sLKIS6XS/LkPM2WGYZjVTBULMS/oF0FE0te65ZOHpXScXYS9ntYhP253O6YrNjqUpQgOlWw9VCoqV/yXvvQlLnzvU1y48D1cu3aF1ZUVnnjiCUzbJw4iIt+gXqtTXe+wv7+NM7ee4jhmbW0FM4UTaxsc7O4x9V3sgkGYpAzHfQ56B/i+j2latJbruK7Lw2fexBe++Hksy6JWr9LtHSie/cE+xVKBZ555mmazwXg8Yn9/j7W1NRqNOrZtYRgQWRHDUZ/HH38ru7v7KgHd9gE7O9/i/vsfYjgY02g2SQx4+zueYvdgn1KhRKFaYzoaz6NOQ5IY0sTHsooZhbLeqM61cfWOem0HiYCVOAyRIeLv8DzviCwSlpbneRleL5x/GefZ3BfXbDaztBdirY7H41fJvbu1N4Sgh6MTM69965rkvTYdZ9YFhTQdc5UO1oWi1HAUzdEwDAoePPfiy3z1s1+mWi5n3P9SpcLpxiqWHZAaJrFhkZgWlpmA4WCkKUYaYpDgYqh881jKqeUHPP21b2Z0rKmV4EQppdig2apjVRS/3DFsXnnuJY4fP45lWQyHQ65eVdF9uhYLr07Bq+N8usDXj+c1+/yYiOan4+9yDSCzDnRBJjnz4bB2qX5dgRF0gb8I59bHLkmSbKIvekb5TBaazhfXqYZ6f0if6X0jrC4RohKFKWlkJeeO5FbPQyb6nNWDmxal9ND7Qtfe9HfTmWeyweqbWx6Sk3fKw0T6eEv/6E3eWfrr9OnTfPrTn+axt74N0phLF1/m6rWX8KIJ5ZqpUngUalhGA3cUZGPdHY5Urv7JWNUMGE85f/4cE3fGiRMn2N3dZzQaUSiU8NxgXlGqz8pKB9s2WVlZptls8tJLL8030QDDSNnYWGM2jRmNRqxvqMpNS0tLuO6Mvf0dFSVeLrO8tMazz36LVquJHwREUczKyjqXL13n7Nmz7O7ugmMRpYqtF7ge0/GE6WhEtaDgFqekCnwkiYnvKQy+ULTp9Q5YW9vIqMGiievIhJ6OXFIjyByZTqckicrsKRkwZS7J+IoFORm72TUkCl4KDelz7vXaG0LQi2DVKWB57UPHvnSs67WuCUcLj+Q/lw1AtC5pAt2I1pd9Vi0xLpjESw1mts0kjDCCmHg2AhJqoUWSJoRpSpiqvC6WmWKRQqrKpcWWj5GkWFiYhg0xmI5NqVAmIaXsBFhmgh2luO6UlBirVGCl0aZoFTKHz86Owjh1oaebhbqmntfg9H7RIYC7YcY6NKYLSmm6gNI3BN0XojN95Fr6ZiHX0MdCYDTd2tI1+tFohOM4R2rc6owEXXuX7+vsFB0mlGcSoSyKQKulilyfPXs2c1oL3i/CN44PcyPlBbUOa+lzO2/BCEda+nhRAJT8r0NX8g661aL3vW615VlF+pjKfJhMJvNNO86yJQLs7u5y4sQxnnzyCb7+jS+xcWIZ24a3PvoET37POxgNPf74T/5UWXO1GsVqTY3RdEIQeAyHfULPZ/XYGm7okZgxm6c3VVqA6ZxGa6Z0OisMdlQJwVdeeQXP8zKtWSo1+b5Lp7PE7u4uaZoymYyy3FKrqx2sUoOtrds89PB5ur19gsCn3W7T7w958MGH8L2Q/mhIqVLOkgru7u5SsB3a7TbBVAnuNJkHg5VqlEs10jTBn+coEuEu80HSkMj8F8taNHDR8sWBq8M9g8EgU/Rkwx+Px0wmE5LkUBFwXTdbs6LI3Gt7XUFvGMa/Bn4E2EvT9JH5sSXgT4DTwHXgv07TtG+oGfW/Az8MzIAPpGn6zL08iL6481qnniBMhLwuuPLwhE4703FoHXKQxaRr87qAl8Wpa/QVDFqlAqPAhchUHGjAmBcLceNDzbMwx+tAhIgJhoOdGhjzohiOAxERaRBmi86J5sLDsrALRQqWgxGB606Z2up579y5k5VPazQaRwSvCDDdMacLFx2bleM6F1v6U4SIniRLv46Mhx7PAIfWg9xf7wNdoKRpihOlWAVVvckq2PhhiGMdpTvqG0qSJEeiXaX4s4yPPq4CGwnMItcUhUL3JeSFr23bKl9PEIARYzsOJ08dZzob49jF+WZTxLIcCgULw/CzfPdSk1WeJa+Fy3w+nBeHVoswd6RP9XGS9xeMXh9vHXvXoUf9HN3KMgwjg9Bms1mWjymOTJLYplSuMBgc0G7V8LyAer3CK5ee4/y5Uzzx5FtY/7cnefLxCywtr/C5L36OMHiOKPW5dOkVyuUxt25tY5YKYKp01kutNmXLwfIT2hsb3Llzi1a9gusP2D/oYTgFWs1ljGmBoT+jWCrj+gGry6v4NRer4OAmPr3RkHqpQVoOGMd9im2LNIa1lVW8qcdwOMYPZkQDlwoW21fvgGmytNJhMlYlLy9efllZY40GO/t7rCy1sQwTgog4MnCjEIsyvpvM4asGjUYjE+ZBCEtLnWy8SqWSOj5n3di2zXA4VPUjqg0CP5rPg8OSjkkS4fvxvJrWoSIk81HmcpIk+NNgzqJLSDBwTGue98ldmKn2bu1eNPrfA/4P4Pe1Y78MfD5N098wDOOX5///D8B/Cdw3//lu4P+c/37dJk6MvCM1L9B1LfH1mh7armv1ch3BxQzjMDhHHIQiSPI4cblc5uTJk9kuLYJLFqGuJYl2ndeURbjqglV/NlDmr0QyioNmb28vgy50NpDOwshbQ3o/3uv/umYiE1ocQL7vZ1qePHccx9m76hZC/v3yGmTJNgniKKu25U8mYBpZMJi+Mcv9dG1WhHh+49ffQ4fw8v4H/XllfIvF4tFnJshMZVWWTgXCiGC1LAvPO8TedWtT3zz0e4pfQ+8TnVygJyeTY6LB6YJf/1v+1/tCt2x0WCwPWx2yQhL8wKVWL1CrV5hOx0TxjOXlB/jrv/5rfvgHf4RyuTwvP7jGcDThD/7gD/gn/+TDFG1Vrg8mrK+sMpyM6Q76RFHAsNclqVRxygl7O7s0Gw1SI6FaKnP68bfx0isXmU4m+DOXWqdONIkhiUjjlHPnznHjzg2KTpF2u02z3SIoF4lj1dfezGc0GlGt1qkncHBwQKFQJgXWN9aI0ojxdAQGuK4qYG6aJl6astyuqxoQcUKlUCYKE3w3ZG+3R8FUieOkWlWtVmM4HNLpdOZj7mUb93SqitWL4Bb/hmDwh/LG0zZisKzDCGXZ5PWx8zwPz/WzuSAKb6lUmhcy915L/B1pryvo0zT9kmEYp3OHfxR41/zv/xv49yhB/6PA76fq6f/GMIyWYRgbaZpu3+sD6Qsif0z/vQhiyD33EUhA/75umovAF5aKaIwiTOVawLy6ywqXL1/OimToC3zRws5vLvmEaXlBqEMb4uyR7JeSTrZarWYCSTRvvUzgIoHwnQh9Xfuv1+vMZrMsA6JsNJJOWN90RGPMW1zyPCKM/InK8mjaFpM5XpkaSugVSkVizz9iLch7Cpwjgi2fsVGeQzZTGXMdwtA3Hf39lWPQzOaANXeiLS0tZffZ2tqiVqvN08m6R6zNRZt63jKRsc9bEfr76PMjPz7yfLq1mZ/retO/I2MhG7jcX817lyCcEMUlCgWL6WxIq71OGLmMRgO+8Y1v8PDDD/PjP/7j3LhxgyQ1qNVqJEnCYF7JK0wMoiRmPE2plAok80BBdzom9j1aTYtx6NNqNZhOZ9y4chUjiLETg83VdW5v7YBv0KzVuXnrOic2j6lkaAWbYlVZHvVWk35vwGw6xbEVtn3lyhWajTabm5uMeqr06MSdMPNcgjggjkOm7gy7oBhUtVaTEIiCEMswmM5m8wpyhsqGOnOzaOcgCOj3FbtlMplk80+Co4IgoFqtzssqGlle+ySN8HyViCzlKLyZpoflQmUTL5fLmbUn8A4lI2PniOJUqVTmmVPvnWb5nWL0ayK80zTdNgxjdX78OHBLO+/2/NirBL1hGP8Y+MdAFvKuQwvzc4786JP59V5SN+XziyDPgtBNaxFclUolo8jpEFKlovKGSyqC/HPq5vMiK0K/n6RCXiTo5XnFk28YBl/72tdI0zRLuatz/UXQy/O8lmaff+78/wJn6Bh5HMesr69TLBbZ398niqKsWr1+T/kRpoHe/9IP0ka9PpVKhZ29Pf7hD/0QXuCzvbvD1tYWN27coGAfpVGK4NOvJ59L38nfegCTjtfnN/38+OicZznP931qNYU5m4Y5dyIWso1POQqPMmfk2URoS9Mdy/p9dGtDNPj8WObhGLHidCgtfz39XXUISHdMe56niqVULYLQIyXEtFS06nQ2Zjqtsrra4Stf+Qr3338/b3vb2/jn//y3ObF5iq2trQy6UM9h0ag1cEqFec76KoPBAG86Y9gfUCmWKFeK3Llzh0LBBkxs0+bY2gaj0Yy9G7dZP7ZJSky9XuX27Zsq+juJWD22QRSnFIoGx44d4/bt28zGKt3y+sYGtUodz/dxIy9LPpeaKeVCmYPuTDlMU4N6tc5wMCRJAxzHYjwcUinXKFbKDPpj4rllXy6Xsxz0SXKYSA7IEtYVCgXa7Xa2DvS1E0UBs9mEclmxtaIowsAiSRReb9nGEctfvitKymw2wzEKRxTbJEkyaFBtzl3upf19O2MXSd+Fqneapr8L/C5Ap9NJ4aimnXem6QJe10r0gJj5dV8FEcggSScJD13YBSLc5fs6Dzq/eCSfN0Cv1zuiQco5uvaYb3kn8lEc/xBukCbac5qmbG9vZ9x0eW/5Oy/UswHRoA+5T/5/OS8vTMSpNBgM+KVf+iXq9Tq//uu/zt/8zd/gOA7Ly8usrKxQKBRYX1/PsG3FLY+OmK39fj9Ltbq/v69SOHg+k9mMD3zgA1x46u04RZUL50t//dfs7OyQBCGf/exnM8eVjJm+IeUFuL5h5iE+XUvOW1ICT9m2nc2PIAgYzzMRVqtVCk4B3w/Z3j4smh3Hh3mR8haZDiHJs+lzWO9/PTpZnkl3tuYd3HIveQ45X1dKZH7nNzP5jsBFtm0rBkg1IYpCCgUbx7ExzEKmkOzu7nPn5j6XL1/mwoV3srm5yQsvvsh73vOe7JwgCIhNj+FQBS65rsvB9i6NRoO1lVXW19fpbg9VjdVmC0gYDsf0evsUjAI3b2zx0H3346Uq48/m5gn29vapOfZc8Hns7O4ynQ1YWlpWsRlRSrvRZDbzwFTWRKHksNRpK3aLH2NaFtVqlZWVFVzXxTIdapUKe3sDAksFL/V7Q0zTplSsEqfK8avH05TL5Wzt6368crmc5YkXZ2m73Z4TBQyWl5cZjUZ4XqCKkwQxcZwARqZELC8vM5vNspQKMm/CMKRULmeJ9MTaFKs+H+j4Wu07FfS7AskYhrEB7M2P3wY2tfNOAFv3elFdK9T/vtu5+Zaf1Is0KelInTopn+tWgH4ffeNIkoRqtUqn02EwGGQLW4K9dIG7CF7KC/ZFglnHVx3HyahbEmWnU+p0IZ/vw0UOTf0+eeEu54mQtG2b8XjMo48+mgULvec97+Gd73wnq6urmUa/yJLQAzzEChF+utQ53d/dYzQa8eDDDynOdhjQ7fd5+umnuXr1KtViiQsXLvC1r30tW1TCXtBz0OS1dP397hb1q5+nN1nY4hjTBXiSJln+Fzn+qrrCOUvhbi0/P/LPld/A9I0pr+XrsIwuyF+viVIiTKdC6XA+tFot9vf3mfkqFcHa2hr+LFQbcJpw6tQp7mztMBgPsv4IgoCD4R7L7SXM1CAOIlaWOnOrJyb0fayCQ61Zo1wpMhkOWF5eod0eYltF6tUagedTaddYWV7GTlUKjVKpxGBeicmyLGrNBqPphDiK8N2A6XTK8fXjFAoFXnrpJdY3jpEaCV7gkmJgWOYc267guj4HBz2CcKpIALaCHzFtms02K511DvYHlBLjiGNc5pueTj0Pv4lCGUXRfM3GgOZkD1T+H6UYgGkpbV6qnwFH5rRYEJJC4fC6r57vr9e+U0H/SeCngd+Y//6Edvy/NQzjj1FO2GF6j/h8fnLqk1jXcPXP85AHHNXoFpnTMngZN35OT8w76o4scA1OmU6nAFnYuwTWSMZDXbu/m4DVn1sXxjpsIlRJoZVl9XPNwyyQ8vz56+hFKPTnkaY7C2VC6c8rE9NxFN3sAx/4AKWSckI+8cQTWT/n+0m/Zl7QSTUqgHa7DcDJEyoM3bZtgigkTlOef/55Pv7JT6h6pqZNt9vlvvvuY3t7Ows4Easn74CGQ4eVHLub1pPH0UVj1i0ywa6XlpYyB7FtFdje3mY6nc4Dvw7fXTY3uedrYeb5z/J89rygzgt6uY68p9xXjolV9VpN7iEb2mg0xvM89vf3uX37dpY6fDY9gNSh1ajzp3/6p3zfO9/N93//9/PZv/o83W43669ut8vMD0ijAQXTgiRl6+YOpm0xC3yK5RLN9jIHO1skYaCKrk+mOKZiEZ07dw7Lcnj55stcuXKJYysb9AddtnZ3MYpF7nvoYZ7/1ovUWoqccO7++xj2hhgplMtVxoMx3/XoWzgY9CnWyoy3ZtSryofgBSFXr14l9JX15RQSHn7zg3S7+7i+R+KqVMJhlBL4CVFExqjRIViZf7LuhN8uSphhGNmxcsXEdX2Gw6HC4Q25jkk6zyUvlkKaplmpQUmnIHh8HMdZ3hyJmhXr4V7bvdAr/wjleO0YhnEb+J9QAv6jhmH8N8BN4Cfnp/8lilp5GUWv/Jl7fhKt5YXIvQhM+V5+McgCkNwkutatO+v0ha9fQxaOUAmF2pamqgKSnkExH/m4SKtbpGnlBZYE45TLqsJMsVjMJpKwbuTZ9PD+vLNTfvL3zAv6/I/0ved5vO9971O53wsF6vV6tqm4rntEm1zEMHo9zSOI5ukC4ohoDtt95rP/TpW1q1WJJy5JkvCHf/iH/PZv/zZPP/00N27cYHd3l7W1tSNzQX8fXfjdDb7RISzTNLNgFVncomENBgPOnTvHaDSi3V4CyHwUAvNF0VGIT+6xiOWz6H+9z/Ln5Oflomvk8f27WcH5Ju8s12622hQLqljGcDhkZ3svq/hWrTQ5e/oUtm3T7/c5c+Y8jUaDZrOJbdvs7w2oVqs0OqeJZx4lu4BtmBwE+6SGSa1cInEssE3OnD+HY5uMBn16+z3u7GzTbC5xsNOj2Wzz8pWXeOt3Pcpzz/8djfoShUKBWrvNSy++gmEYuL7H+fP3YWAQxBHNWp3uQRd/5rO9vU15qc5+bx8v9DFdkzhMiIOYarmGZThzJ/qMq5evsLyyxH0n7+PGrTtgWFhWgZkXEffG2RqUJIECR1qWlcEorqvmaL/fz+pCJ0nCeDxmZVWVRFTogT0ncKh0EYYBcRxmfh6dPKBbwWZiZVo/cKSQerlcZtj/e0pTnKbpP7rLR+9ecG4KfPCe7rygyWLJa5h3a/nFoAt6wbXFLBVtWDQj2R2lY6XpZrAe7SkdLwtcJoFg/uJY1QW9nh9fbzrkIs8qcIwutHRGiS689aAooXjp/ZHvv0WCRhfqetCNmIj1ep1KpcJjjz2W0cmkJJo4uhZttovG6G6CTczchJRCschz33qev/iLv+DU2TP0+32SKGJ3d5dyuczP/uzP8swzz/BXf/VX3L59m+FwmGHBeXhKxnhRoFx+05Pnkz4Ui0CsmuXlZc6dO0ev16NarVFwTHZ2dmg2VdWiIIheBVPp81LfdPL3zWvndxsjeT4d0st/L0/XfT1tHg5rGmSFXQYqpN7zAtbWNiiXaziOinNIYoN+v8+xY8f4whe+wPvet86v/Mqv8Iv/3S+ytLSEF07xvBnXbl3BjlM2lldIDZNSsQKmQepYdCcjKgbs7O8Rei6VchGnVKRYLnHr1i2WGh3K5TI//hP/Ffs7+9x///28+MJF6s0l2u02B/0xjXqDclPN+RdeeJETJ04yHo8V0wWL06dPMwym3Lp1a77eDWrNJrZhUy5W6O53iaKIdqtJGKk4gr/9279l4/gm5UqNqasqRBXmwWNJkmSMM+AIdz4MQw4ODjK67Hg8zpg4hmHQ7e1DqixwVTdWrXPbUnmA7EJIs9kEyOCZNFWO4NFopNiAXpyRAcRBLL7Mb6e9ISJj4ehE1wOkFmko+iTXtX+d5ie7sGC6OrYpDg3hwusRpXkcNE/Lk2LYwtDRO15/nkWwjzyb0Kl0x6susGQx64Jf7p/PZSO4oO6gW2Q15IW7ru1XKhVGoxHnz59X/RX67O7u8rM/89MYqkIGpaJDEocYQJpEeA7EcUAa+likFByLFJPYsEktCyuICMKQYqWKaVgkpKQxWCkYEZCkREaYFQeJ04RquUK5WMKdTLENk0kQsLW1lUE+H/7whxmPx1y7do1CocC73vUuRqNR1rd6NLPe33rTj8vfApeJtaRz2sMwpN1us7q6unAM1fgdTdMgioQ+N6XP5Tv6WOtCXIcI9OstWif5z/TvCqFg0bvLtXU8WLE42hndz3NjlpfWuHPnznw9hcSmy9jrMdsaMnH3Wa1vUKsUaTda7NzZpWw1sdwmq+ttvGiM6w4oVxz8wCPxDEpY3Ll0G993WV3tsHOwy8mTJ7nvvgfYPOFnBTkm4xlBFFNuN3nosbfgBzGDyZSNjQ3sQoHIm9Dd2ufMidOYtkV/NmPtxDovvfwy+6N9ymkJOzCwLBsHh+lI4fw723skSYpTLJBEDhYOg92AotNguj8jKacEgUfY62EXmoyGU0zTZDRWVMZyrczEcxlMxphJms0XGW9JkVGpVBQ7J1GkDct2qFQKWjBdjO/PSKMiGDZhEmE4Nqll4ocedrVAwVJyxWNGuVYjBlLDILZiTMekbJXuqkguam8IQZ83p2Uy5qGQvMarC1Fp4tjQHSUSXixaZLFYzHJF3A0aknvoC1IXHDrGnj+WpxPqC1A2sbyZrQt+XdDLRiT9oYfKC8yjv4NcTzZK0S70e8BRWGwymXD8+HHOnj3LYDDg2Wef5cGH3sT6xnFlrXhBNonF6TbeG2EbKVbsEfk+RhxAkqhEUKbFLLJwSkWwHRIDCqUKRmJgGgblYoVKsYRdPIxiNQ0lAIVF1G63eef3vp3PfOYzWSDKxz72MVZWVuh0OqytrbG3t6cKW2ipd3X2kw7N6WOan0PSL6ogxiFVUjR6iRyVmp2SzEyw1CSJjvTnIusmD6XlN1y93c06upemby6yqSyybICs32RuyJwU5pEkcpP39DwVAVyp1Lh58zbN5hI/9mM/xtad3ex6q2tNonhKFHmUygVsxyRJCly7dYNed8Sp+88wmYSZw9d1XWYzD3fmUS5Xmc086o0SrutSr6nCHf1Bl2KhysHBAbZtUys7pGHE1s1bjMZjnFKRTnsJI04oFBxCPyBKY0zTIiaiULbxQ59CxSYKEzDUmpzNZpTKBYJA1YqNY8W0K5WLNOoN+v2+cogGHn7kkxhKiQqCgGge4yFzQYf+xMqWOSHUU+HXg1LsWu06YeSRmikbxzaIkpDBaEAcxzQKdSzboFqqEwUhg4E6nsbxPL1z+duaF28IQQ+LEzDBqzVRvelaM5DlAs+HkAvtTzQ1yZ0hgnTR4nwtszqvfck5eSqmfl0dP9a1NR0nvpszOu9UzTMu9GfRNUl9o9LfI28ppWnKxYsX6XaVWfsP/sE/5MyZM3z4w/8z1WqV3d1der0es9ksy7QXxyHTwQEPnjpGu14Bz4XAI44ikhii6gbdQfLOTbcAACAASURBVJ+L169jlYsESUqSGpCm2FYB27Ko1UpgGrTbbX7tf/l16s0mSZLQ6/V48MEHuXLlCoVCgWq1SpIk/PAP/zCPPPIIURSperBzlkWr1ZpHRB4N3lo0ZxYJWPktkb+6gnHs+Eq2qGS+KMxUbQq2XSBNj+ZjWnTPvJKgm9551tN30vIwmn6vu11XWEzyzt1ul3a7nSkc0+n0yLqcjD18b58HH1zhW996gQcfeBNPPfUUf/RvPsqxY+tMJhO6fVXNaTobYts2p06dYme6x9sef5LRaMLIHTMZDRkOBqSpsqpbrSVIUwa9PoPBiMmkyPHjm0xmHkkCoR9gmQ7L7Sa94QB3pGiIaZxQK1eYujOCqct9p8/S7iwznKkSfrIeK2WVyqFcqmAYKpVxzaiys7OlZIVjU6+rvFFBoCK/h4MZURopcrgFBbOQKSWO4yjLVFMIBLuX4CbJYCrKlswfXZkdj/tzkkWNfv8AP/QolFQqZMu2qdXKGHFCc3WN5eVldrd3mI6VwzwKwiyb6r20N4Sgl8moB+jkNV393PxEloUjppQIdRFo8n+1Wj0Sfg6LWSL6wsgvUL3l87mLFp13qsh76Atatwjg1XQ66Q84DLwSTFvPY6PDDrrmLhuYaPzS5PnELyAOplarlTlcT546w+c+/0XubO1kGrzyQ8QYpo3tFPEtMMslzFKBME2IAhc7ibCMBKdgM5vMsFIoGBalcgUjCEkwSNKUKIjnWmJAQsrVq1dxXZeVOYsJFLf55ZdfZnNzE8dxcByHH/iBH8gW0MbGBjdv3qTVatHr9TIIRrey8v4XfWx1CEYWomiz0q+WZdFqtTIKaRzHTOdOaNkI1KI9mnAv3/LzSX7rVmJeKfhO2yIoR66fx3V1/r+cb1kqlF9SHVQqlYxSet/ScQ4ODvA8n6e/8U3e/QM/SBTBseMbXHzlEtevX6U3vMPa2hpRrCDO4XBMrdrgi1/8DywtLWFY8MB99xGGPoap/AMWBuVCkdXlVZIw4cy5c6qsYfcGM1+VGmzUq1y+co0nnniCgzvbHBwc0KzVsW2b9fV1SFMa9TqRH3DjxnUKhWIWSZ6i0iWPRhPiJMbzXbzZDKdoE0Q+lWqJelMRDQ56e0zdCVEMiRnjRQFhrKziwFNzs1qqYpQP43IM4zB5mR77I2tSrGrbtrPKU77vY1oGlWqZXq9LqVwgTiN6w31Vn7jTwfOnlG0VL9DtducBX/NgrmLp7zcFwn+qpuOYujNRD3zRF5K+IYgDRDR8OFriTZxr+euIMMznAMkv2rst3vzC1P0BohXlF7a+o+c3l0W0zLwFoIfH57+jb4q6JqabknqudFn4EsXa7XZ573vfy+e+8B+4ceMWUWLgeSFpCkGUEkXpnEaaMDMTrHKRi3fuYKQRTuhhxCEm86Avd0KYxCrVaxgSpwkph5u3I+8xd3ZdvnyZtzz6VtbW1hhNxll5RAlEed/73sfJkyexbZtvfvObRFHE7du3s/zdssh0qE/H66Uv8hGnolyI014cX5VKhX6/r+qLNhrzKMhixhmX+RRFMXEcHZm/+t95wSvvlNfy8xRi3deyiL2j4/yL6Mf6/fS5o0OLupUpvhrJXun7fub8i+OYTqfDcDBlbfU4o+GMOE751rde5D0/8h4ef/xxPvPpf0exWKTT6RBFCZVyA8OwmE58ymWbEydO0Gg0iJKQ0WhEEHh4/pTl5eU5qSHk1q1bKqdMb0hiwHg0wjBtHNvm6pXLHNs4xtUrlzixeoxut0u5UmF1Y50XX3yRU2dOM53NuH79OpERMxsrP0+aGhiJwTDus7enotld1yP2JI21SaPVoNvv0esdqFTEBZv1lVVu377NqDumYDlUK3WSaEqtrNIcMO8/nUghju1arZbBXUJTBsWYkeRoACWcrMCIZRt0lpZZZQ3XmxKn8+hu36Tf7WXrvNVqEQQB0/FkrtH//xMZ+x23RQ60PLywCJOXz+S7Yr7rzJRF2szdtPi8xfDttLyGpmvT8uw6e0aEsa7R5SGsPL9aF/p5KCavOcoxMSuFJST1OKWPxBLpdDqcOXOGf/WRP54nUksJQ9VvUZQQRcmcNw4WFsQOcVrASE1iA1LLIUpUQeOakRCbEBsGIQlREh+GTafSz4dO9Js3bzKejHnsscf4j3/zVW7fvk2tUOLixYu8/e1v5+1vf3sGG3W73czZKBqVnmxN+u71xkgfF+n/UqmUJbazbZuTJ09mxyzLYnd3d249HqVSvt495VzdUtOfIz8/dUVkUctDM4vunWcD5Z9D/1t+BN4UATWdTqlWq0wmE9Y2OrRbHf7u7/6ONE35zGc+wyOPPEKn06Faq1Bv1BiOqvhewGzi02y2GQ76rK6scePGNUwrgdQkJebYsXVS2oRhSPfggFKxTGdpmVdevkQUG2xsbHBs4wSXL1+m3mxksRTr6+scDPq0VzpgGsw8l3P338dBv8fBwQGlehWCiFlo0ql35uvFZHt7B2/sKg68aZMU5zE08xq1oNKePP74WxkOh+yOu2yeO8G5B87R3x1QtAuMShPSKMXEJIr9zCIyTTOLpWm1WqSpKjvZ6/WOjKfU2j0cL5MoVBlcLdPC92LCOFBMroKD6/r09np4MxeASqmMP09yKOy4e21vCEGvT9pF4fy6JqRr7UBG9xPBJpkeX2/xSWfrFoNcbxGcs6gtojjlr5W/Z34T0++f3+x0jT1//fz75Z3G+c1C8EPP82g0GkcChEQr/uAHP8jnPvc5yhWVdW8684jjwyyfcawEfZpCObRIYpM0dkhTk8SwlWC3LPw4xoqmJCYkhkGUpsQG2CmYhgGmgZUAHBb42Nvbo1Kp8N73vpdrN66r4JWpy9raWhawtbS0xI0bN1hbW2N/f59Go0G32z1SlEPeWe+XfP/psI1srqJ1SdStaaqKQe12+wgr6+Dg4Mh8FIF/N9gmf09xyOcFeN5pnPezLIrwvRtPX5oeQCXvK+frgl5+i7Unz1KpVLJMlaPRiGeffZ4XXniJY8eOEYY+/d4Ay7T58pe/zPvf/35+7ud+jnNnj2ObEe/6vu/lscce4+y50+wfbPHbv/O/EoQTZtOAyXTEdDrlztbNecqMMlEYE4ZD1d+WsiL2d3Z55JFH2Nnb5tb1ayytdLh+/SqGVcooj34UUmvUcUpFWivLbG9vU0uKFK0C/kQFQfV6A9JUbbCTkaIJT5IJGxsbLC21CSOfekvl27p87So3b17n9CPnGU/HREGfJEiZDMcUzBIYkCZp5tfQ15xQcqfT6ZFEZHqAn553ftCfKJlVKRIEAZ3VZXb2tlXG2oqCdypFFYyluP8e1XJZUT2Tb08ZfUMIejiKWeapZTrsocMfh4vt1abw3TD3/P3u9f9v5z3k/rqgz0M48vfdNpVFtNJ8e7131J3UElnX6XRwXTdbxHpV+nq9ztWrV0nT9EhItg5vZf0fgZWYxIlBjAkJKvdqaoJhExkTMAwSg0NhaBqQgoWhzjUP4x2GwyFpmnLixAnK5TLT6ZTY9Xn88cc5fvw4aaqikgeDgYrWnM3odDrcunXrSI56XdjfrU/yzC59vHTLSwR8GIZZwYjhcDh/ZoH7XlvI6+O0aG7mn1uabu0tEvT6te9F67+X8xZBTaapCoc7jkOpUswqIiWJyuLpeR4nT56k1+vx+OOP8/BD53j0LW/D8wKGwyF/9m8/wQsvPcNoNKLWcNRGn6TEYYRtWhRshygIcewCRafA/n6X48eXVDWlmeKx+57HxsYGwbzASxRFTNwZQRhQqVVxSkpQ9vp9iqUS6Sgh9ENGg7GKZE8MCo5DHKWUCiUsw5oHIyrue69/wMbGmtpc9ncxDCN7Z8dy6I8GJFGCXYgJA1UCVE+VIXNKGHGtVitLe57/0ZXVOE4BI1OmhsMxjlMkTQ2cgkOtVsebBofsOeuQYZeS3nVOLGpvKEEvkztfzEI0DMmVIh1qWVa225XL5SwxVd55K791JozeSXksXY4tankTOL+I85uSTvkTYakHtuQpj3oIv6796QwbXfPPQzbyjPqGKdkFH3roIX7hF36BMAy5du0av/u7v5vRCp988klu376t8EPfwopszNDCDC2sKMVMLeIkxkzUO7i2pzT5xCFF1cNNkxgj8SmmMaYx5xenYJsWQRRAGpMCiZViOiaDwZClpSW2trYY9gfYGFgprDTbNEoVulOX97///TSbTUzT5MaNG8xmM3q9XoZ/9no9lpeXM7+DXjhbH399XGXsdX+GsLUE+hMHdKlUUrVCa3WCMOTZZ5/N4BfXdSkUSvj+0fxF+bkj46hbC/pcEDM8DyvpsE5eg8/7ARYpBXlGls4mgsPIWJkrwrIZj8c0m00Gg0HGCS+Xy1SrZS5evMjDDz9MHAWUSyX+6W/+Bv/iX/wOlmXxr373X1Jvn+SzX/xqVm/3pZefxw9GnDqzTq+/izcZkZBSqdU5Xq1i2zZbOzt4vk+9WeTE+VNsDffZHwwpFov0hjOMWpWbB/vYtkNsO/izlGK5yGw0plldYrI3VjWcExXIZNlFomjK+rE2rdYpwjDgmWe+SancpN+bUq02WOusEMcxt67fxLZtnv/mi3Q6Hb7ne95Br9dj4oXEnqrnutLaYDpW2nepMC9APlV5b7a2drlw4bvZ3t7O+tQ0VfyFO/MxDGPOGgMDMA0bP/CplGukSYHZbEIwibDTApPulGLRoWyXwUsJJj5JlBKZUDZLBH6Am3gUiko+uK67UEYtavdei+r/46ZTCfWWpmq3E3hBYAjf93EcJ4vWazQaLC8vZwEfr9fy2OTfR5NFpDMy5LhAKHreeHlvWWgSdKEL9HxffCdtfX2der3OD/3QD+F5Klf3xz72sSz4q9Fo8OSTT/L1r39dJRyL1E+c+KSEYEREsUcUe8SJr37HseIeJ2GWP0inkcnziqNTz88Tx3GWVG4wGLC2tsbu7i6+r/KCfPCDH6RUKvGhD32It7zlLdlmdOXKFVqtFv1+H8MwshxAej+KMqA7xhdtvDrkl/eZyPUKhULGuInmBVL0HCNiguvzZ9EY6fVrdQGtb0Y6vLNoPuY3gUWfL/rJf643fc3J+8r8FAe353kqJcVck19bW6Ner9PpdLBtm69//esZHPHud7+bK1euZP04nlMBx+Mx167eoNcdqIpVtSYGFjeu3+LSxSvYdoFmsw2YTKeqRqrkuV9ZWaHdbnPu3Hna7TalUom1tTUsSxUGGY1GxLEqwC0ZHieTSZbrx7IsRqPxnMLYz67puwG9gz6OVSAOE06eOMUjD7+Z7n6PQW9IEsUMh0MMQ+XwkRQEAtlIse52u8EzzzyTzdE0TbNcNDpkJpRgyVuj0y5lLGR+yFrS56VYmCIf9LoJ99LeMBq9Dr/oOL1McOkAmXyNRoPBYMCFCxf4+Z//eRzH4S//8i+5deuWKuM1zw/9n7LlF5IwOmQh51k/4vCTprNAFmHMugmua6ivN+Cu63LhwgXOnDlDGIZ8/OMfz+haQlus1Wpcv36dRqPBbDIkTSPSNMIwEgwjoVi0SZJDTdSbzuZ/z4WeCUkckoQJkGBz1NrJs4OkBUFAt9vlqaeeIgxDVldXuXnzJr/1W7+VQSfdbpfr16+zubmZOWLTNOXrX/96xnKQlhekizZLffGIwiA4fZoeBrZI8rUkSRiNRjQaTS3kPZ1r5skRgb1I0MuGKhZHfnN4Laer/l6vx7JZ1O62AehQTv53mqYZQ0Tm52AwoN/vZv1arSnB/+Y3v5mPfvSjvPe97+Wpp57ild/7I2WV+x6WYWKkULCLtJoNPN/EDBP6/SEHBz1sW+VyH4xHxHHKxrFjFAoFLt2+RqVUplKqMugpSC/wQ7rdLnGc4s0Dl2xDabVxFDEdT2hUa9TrdYb9ARgxB/s9yuWygpEGY2q1Bp4bsbV1m8DwM4ErDKvnnnuO6VRF4Caez+3bt2nOy1XGYUQSqYAlx7LwXC/rq2azmVlmgs2Xy2XiSIdUDWzbIYpimK+NNDkcT8MQeRFm/+vBkHp6BDMmy2QJ03uaB28IQS+an0winT0h3n/ZFWXnHg6HPPbYY/zkT/4kk8mEz3zmM3zqU5+i0WhQKpVe9555fGtR2oBvt+kwiryTrqnptL88FCP/6wte54HnsWcdInq99hM/8RM89thjTKdT9vf3ee6556hWq8xmM973vvfR7/dZXl7mp37qp/jYxz6G50YKArOTrN9938dIEjCUtVIsOoQhYJjapnMIL1jp0dQPUlzGMA4paY1GgxMnTvDkk0/yoz/6o1nsA8Dy8jKdTid7Z9HGDw4OCIKA5eVlbt26xdraWqbJCwTyWr6PvA9FcvaI1SgbrbCSRODJe4glEgT+/NhRmGgRFj6bzTKmhHxfnxO6MnM3rf5eNPq7HV+k2echQP3ZpR9FsQIy/jeQFV2pVquEYcgnP/lJ3vGOd7CyskKjWVPpjWezI+t6e2uXYsmCQFUP63Sa7O3v43shnhsQ+BF7e2psAyJc12dlZY1eb0AcJQwGI9LUoFarEoVqvKJ50NLq6ipxGOGYSqteXl6mP+gxnbpcu3pLwTlmIbOqTdMkpUCz3qIf9amUqrhTDzfwsAybQW/IcDKlXCrjeyrtR8F28GcqH42Fge+Fc9+TAanJaDg5ki9ezbXDYvUyr2VumaZJnGp1AUjnVFZjTh2P5uyvo3RzZRFH2bjca3tDCPpqtcoTTzxBmqZHmBA6nj6bzbLsiXt7Kv39/v4+H/nIRzIO9KlTpxR+NufYSyeLWeR5XrZR6JGxd2s69inPobM78rx3cdDIYlmU0iCPr+vvCmRmsC4E9L4QK0B3Quuh/qJ9Oo6Tmdhvfetbs2IFv/M7v5NBLaPRiNlsxoULF4jjmLNnz/KhD31oIfSVD86Ic0plXgCZxlHBs2jz1bF0ea/RaESz2cyKRMRxzNNPP50VApc00UJ5nEwmLC0tHYly1vPV5ymGeVhJb8Ifl41oc3MzE3Ci7YsvCEQbYx5r8NqCWEo/6sGA8hy6g0736cgcEAhCF8ayselwk35NeVeBYWTDFuqxjKcu5HVlR+i4URRlxW8sS8EYtVqNbm9fRZAOhySJEjyFQoEfeOf38dM//TOcOnVK1SsoV9jZ7XPs+CquN8apFsEweOXlixw7cZwbN25QqddI04heT5Xrqy83qJaq+DOXklPk9s7WvI8MDnYPsOZ1e09vnqTVarG9tcWx9Q1mY+WL8uKIdrtNEit/n20VwZorV4Zix/izEcVikUajwerqKtPpNGOXRVFEpVTJ/DC2ZWFh4nk+cSg54VXCNBXnofpS9ZE9j62I57E8KlOlYSg6ZZIkWfrnQX+Syagw8ucQn6Qet+dlDOMMDspSpxjmkY33XtobQtBLTVQdqpEOFxw1iiLu3LmD7/tZ6bNarcalS5ey0H0JZJFoOV1zATV5pdCvLrjzXHW95U3d/I9+D90EvptZ/FpNFpssXJ0Rogv+/GahB3wZhsH58+fZ2tpiMBjwq7/6q9mm8/nPf57d3d2Mg/74449nmrbcB8BxXm3dFAp3g8J0uqeJ1BMzzFcLn9dqhmFkG/Dq6moWrPONb3yDyWTCqVOnuHXrVibEp9MpzWYzg1pkHH3fz95HF+qLqKsyx3QrS09SJ9HCh8qHlUU3RpFEPb6aWZWHVoQlJMpHfi7I/fOWgRzTsf2s103zVfNN5rPcU39vmVs67pu3bmRTkYyVImCAeUIuj3q9nlFRp9MpURQymYy4ePEim5ub3H/fWd5+4Xu4dvUGy5tL3L51g+V2hziMKdhFQj9gPB3TbC7zwrde4eGHH6Y3HDBzZ7Qqys/WHe3z/LPPceLEJr3egEa9jmU6XLx4mWPHjjGc+wwGg0GGW08mExXt6jhYRXUsImU69YlCA9M0sEybJI3wA5eiXaS331NxGXvdOZSi4ihM0ySc95lj25ipklGWYWLbDmYKMUdhSd3vA2pjJ7UxDYmlSYmjiDSFyXiWybRCoaT8TF4yV1Alr5eiinueCq7KckKZJpZ9NBjzXtobQtAnSZJFHOoh6aKJSIrQ8XhMmioaoO/7HBwc0Ol0Mh721tZhMautrS2WlpY4efJkNtnL5TLr6+uZowQOtfBFLe9MhcWUSFkki3Bo/dgiYZcXsnkcPx9XkI8A1rV9ud7t27epVqv8/M//fPYOu7u7fOELX8j4x47j8KY3vYn19fVXme4srAiZO2aE6lh6l8/vselwlsAoIkz39va4cuUK58+fz1LRhmFIpVLh5ZdfxjCMeZk2VZBEEpyJYBVLTocv9A0SyJJSiRUom6vv+2xsbGQR1tVqlV6vnzFTRO6GYaRYpbl7HOmq+TvpGPsiYZ+P7NUhvUWWpw71yH11RQk4IvzlHHEa6ueIogSvzpck/SPJ3VQ++jNzKyri7NnTfPzjH+eBBx6g0+nw7nf/AP/XpX+JYRgUC2Wm0wmWndJoVHHdMYEfceLEOiur61QqFYJ5fEa/P+T69Zucf+gMp06dptvtK2fqcIJtK2f+cDgkMVWA0vHTG5imyWw6JY2TbIOKI///pe7NYzzLrvu+z9t/+1ZbV3X13j3TPSuH1HDGpkhLpCTaChWJss3FEijJgh3FDgKHchBbQGTDhoXESOI4EGKAkhXFCmLFI1GIOKIocRiREsWhyNnXnl6ra99+9du3t+aP+zuvbr2umekohjG+QKPrt73lvnvP8j3nfA/Ly6e5fWudne09qtUGUWiQy1nYjoFK8FVps9VyVXHJ2w5BHEAstN3T6nVLzZ/8CiAOI6JYvN5kat2rHrFJEk+ft0scHd33Ope90HqIB3/INnpogHieonHodDqUy4pczvNcjCme/x9dwVQYhtNAS3REkEnlo+u6aaqXZFpsbW3RaDRSK7/f76dZK61WiyRRHCp7e3tcunSJWq1Gu90mSVRAQ7rCHMeHIuNozuthwCxrScPRvHf986zllB1ZrF0/z3FFNGIR6pkfuidkGEba2FyqOm/cuMEf/dEfpW38xAKq1+uUy+UjlqiCAo7L+si+9lXO/HTxGzjTT6aKincPGOoYrtyDWEY3b97k9ddfZ2ZmhnK5nBKrRVP2vq9+9as88sgjKa4fRVG6RoQ6VhTGcfwjMoRZUIZ4BtIlSCC3nJej1WqlBXn6nEdReGQtZEdWsOoYfVYIyLzoQv84eEZPk5Q1LJ6bCPMs3CPrUg8G68opSZIU2jRN1QRdyvmjKKLXUwp1PB7T7Xa5c+cO3/d9f4kbN67R7/cZjUa0Dvb5yIc/xFe+/BUm4zH+ZIJlmMw2aownA6qVGjOzc4q/pXVArVaj2VKQzflzF0iShJt3rhLHMdVqnYNWm3q9rizjKCH0QyLL4P7778eYFi4VCgWG/YEWo4l56aWXyOcqLCycoN8b43l5pZyTCNs2icLoSGDcMBRkUigUiOOY4TThYziewNRITMKIKFDP2jAP960O6eowrmm4xDHTfwmmaeM47tTrjCkWHYJg+nwRqM2Zdq0bTdNaS2nGkzQc8v1Jeo57He8NQR+E7O/upRZ9kiTTbixT9yanshYWFhaUBeD7fOhDH+LZZ59lMpnQ7XZpt9ssLy+zsrLCj/3Yj/Hmm2+ysrLC3t5eimc9/PDDVKvVtMKyXq/TbrenmtI7ck0iTHWLSHLc5W8R5Lqw0oWmvnGP3K/GRy+fy2td8OvWWVYgCGYsWKAI/jiO2dvb45d/+Zeni8LnS1/6ElevXqXRaDCZTNhuhFyYOcHkrW0KPQfK0CtG5M9d4NWdJkuWsqxj16Az6eMVPOwgxJoE5P0IO4kZFWcZDLq4rstgMKBQKDAajSiVSmqBRkMs16E9GWLmXCZRRLFQwIohGI3Jezlwa4xvv8LsqEXcGvLCa3fg9BncKxfZinrUGyVmZ+tE8QQ/GBJFamFblsX16zfJTxsnyzyKgNYFpTwf2dR60FvWF5BaVyLgRUG4TnGqwB021ncIgii1HFVQDQ7x+qN9ZOUcgqW+U/BTt6Dl2mUcV+ehe3sivHWrX8+hF2NFNz703H05lqwjsTD1ng65XI5qrTAttmtw0Oxy7uwlNjd2cN0cCyc8vvT0F/mpz/1tqrU6Dz38KNvb21RqZcbjAVs7G/QHbcLQTSmQAz9hbXWLarWK4zhcf+MGrVaLarHKzNwcvWYXGxvHdGj12swu1Jibn8f3Q/Keahjf3D9gMBwz9gN8P2SSGCyUT5JzVFUsRNTqpWlgUwVI48giHCf4sQo2551yGiSfDKbkiEYOL8kp3hx/SODEKmPGNvDjhCicis4oIiHCNiGJIixHFYQRhgQOGIkBBviRj2Eb+MmE0AhwXYfEGOJ4Bkmizum4ADG2Y5A3PSzLJEki8nkvfX4qoD9NWkjuPYHkXloJ/hrwCWA3SZKHpu/9Y+BvAXvTr/1CkiRfnn72D4GfBSLgv0yS5A/e7RxhFNJsHRzJLRUhm8vl6OztpRDNzs4ODz/8MAcHBwRBwNbWFvV6nbNnz9LpdHjyySf5xje+oYIw08wOyTZ58MEH6ff7vPjiizz55JNsbm4yMzOT5qVmBbIeGBNrRzb09F7TDXUcXvZ27+m4nr7B5Ty6YD/u91kYQoKOIjB+4id+Ik05/O53v8uNGzdSWMM0TeKdHX7gR36I61/9Ole+5wOsbL3J1dYGT/zYpzg5c5bm3jZxkrDfazM2I3wjJolC3AiYBDAJ8afWxf7+fhr0q9VqqYXkmgZYJlgmTs6hWq3Q29rFNQ3yloNXKDJu3eaPf+vXWUwmzDglBn2Dr3/j63zoc5/GW2rQmJubtlmzWFtbI4oi6vUZnn/+eQxDFa4YhpFaPHAoTLMWtMyX/C8WuARgJb5jmib9vgqSNRqNIwpb4kjS00DOp//Tz5e12mVkoUBZa/o4jvJA/62sQ/28bzfkHNkEh2zcQo4lcyfWsrC/jkZqznZ3dzl58hSrq6s8/vgH6PZaFEsOzz//PJ/+hDS9sQAAIABJREFUlMpS+tjHPsYzzzzDndUy5XKB9g1FKFarVaYeQZvZ2VkWFxdSj200GvDIIw+RRLC+vo5pGyRGwpkzZygcFAjjgNdfe42ZxgKl02Vu37xFEIREoTIMLcuhUirT7XaP3IsEk49Aa4bKIBsMeypmRzRV0krZk9gEgZ/uq8FAeQyWKQkEU9qDgmqZSBwR+hGWZRKEviLCM+wjhqAYRYf58HFqmHiex3A4PBIjcl2XJD6sShcDQDLCDMOgd/DvqZUg8OvALwP/JvP+v0iS5H/ILKgHgM8ADwJLwDOGYdyXSLL12wwVuR4dEfSyGCWNqF6vE4YhjUaDTqfD66+/nna/abVaafBuc3NTMdtNN78UH1iWlUI6c3NzaVxgYWEhZZOToW9M3UrPWtvy3nGutXx23NCPqX/vOIz3OLxXf1+uSdK0LMviypUrNJtN5ubmeOGFF9KFMRwOKRQKlAOTqmlwa2eTq88NqM3aNIwJL/3B09z/vo9RnFmgWClTyju0wjF4Hv3RkNgPsIswGY6wUXPQaR+kQr5YyKXQih8CFjiuhec59JoHnJ6fp5wrsLu2xsrKCq/80VdYcse4ox6mH7B754CS5XD/8hJNU7UrVNBMwLVr1zi5dIpCocDa2hrFYvGuedKhNl3IHoef6/CgFArJtYuHJxXYwqXT7XbT34o3kBWOb6f0s+sre+1ZvDV7DIGdjrsHPeaQHTrEJK+PU4bHzZXMiWTu9PuqPqVcLqcB8tXVVUrlPKurW1SrFUVP0O9z9uxZlpeX+bPvJORyCu7K54tHsn2GwyEnTpxI6xaEz+VgvwWm8oTcvHoG3W6X9Y0NAKrVKkEQ0G53KJfLBHGAaaqai1yuQDRUxobnecfuJfk/GwvR5zKJjSkSoNr+qd/EJIkJRoxp2himMhRcyyQMYhIciCPVwSqOwTp6Xt2DDIIAW3vGEgTXG/yEYYjr5NPnJYacPKt3U/D6uJeesX9sGMbZezzejwK/mSTJBLhtGMYN4IPAs+9yjiOCXg9sCka/tLREHMc89thjPP3002xvb6fWV6VSUdSdgwFhGHLx4kUODg5ot9spbitBN8uyOH/+PN/4xjdSvNq2bQqFwhE3VzafHpCFu4Nb+j1kx3Hfk4WkW3pZSysbYNOH7pLL92QzdrtdPvShD7G8vAzAc889x8svv5yW9acwRmdCOUi4b3mGP3zqV/ipn/kEJ+yQrzzzbYJbXeKFJQbjEU69yo/99E+x1jmgvnQKPzaw7ClkNO6Tz+cZTmkInvje76VYLKaETsPExnUsYn+MF4WMg5h/9Uv/nLxt8fDZc4z7Pdb+9Pe49D0PcvHELNdeu40ZONQr89RcB9uxWet0ps2QbV555RUuXbwfgFu3bnHy5Ekc5xDCkvF286c/W/1zmRvJdZcsE8Hnpfzf933u3LmTwmGSonrcM87GT7IWfnY9vJtiyK4l3au8l6F7NNmYjj43+vValuJFku5ejuMw36gzGAzI5Rx6vYHq/tRqMjffwA9U3OxP//RP+MQn/lNqjRpPPPEEX/va1/ByNuOxT6FQxTQNOp0OhUKBarXK7u5uCpN98IMfpNls0h/2OHv2LO1em8FgwNWrV/E8jyuXLxNFEZVqnW5X0TS0DjqpIA7DmE6nA2F0JA4hQlT3xOPYJEoSvFyOkfRrNQxM28ZzHIhMJpPR9HkGeJ4KyoeJkgmFohLAtmlhOxZxHBKMAgwDlpeWGA6H+EGkmoRoUK3eES0MD1PAFZ3GYb9ZyYYTbF73TvR4072O/z8Y/X9hGMbngOeAn0+SpAWcBL6tfWd9+t5dwzCMvw38bQDbcQhjJUDDOEpTKh3HYTgeMT87R6vV4uTJk3zzm9+k1+thWRYHB6ryrdVq4bouV65cSSEYCaqcOHEC27ZZXV1lf3+f4XCYBvlGo5HiQX/00bsEgi4UdAGsbwjZ6PLdrPt93IPQN52eVaGfW5uj4+btiOsvvxWY6zOf+Uw6B1/+8pfTDCUV4FH0B1ZpjuLiMq9trmOfnGePCbPLJ4gsk2/8P39CUMoxngQEOZdJFBJWKgTFEoGb4/lXX6VQruAYdtokfDAY8OLNTQaDAZ7nKU7zosPpxUXKtsXJcoWnfuULWL0uVS/Pne88x1y9RrfX4cxDl9ne2aRfLfOdt25SOF+nDWwdtOmHTL0Um/39/TRvu9vtUq/PpItdFLiUvevPTjcaZI5l3lThk0+hUEgFt0AzkgUkGV+SbSLH1HPS5e/jPDVdoesQStYjlIpKGdmUX11IiXJPkqP1GccN+b4oKN0D1Y0aWdd67Gg0Gimen2nAfm9vj1qtxmSs+qKqhunKs+p0OlSrVb76zO/z0Y9+lDCMOHPmlIK/kgDVJNtj7E9Uk40oYjDs0Wg0aK7uYRgGm1vrNBoN8qU8t+7cYn5+niAIWD55Snn0UcDBwQG727t0u11yuQKe62JbLsPhmMlIZbPY08wWfb9koSrbdvGmDUBsxyRJYpIkJoqn+zxU8idOwqlAdxTcEyeUSkW8aR1HEAQkQGRE5Ap5bNPED0OCKRohz1W8w0KhkKYDO7lDIyWfz6eek6zlwWBAbB6m1wqUJl5kds280/jzCvp/BfxTVHLdPwX+R+BvcnyO3bFgc5IkXwC+AFCtVZPl06cBtbGHwyHtdlulSk3xK9W+bcLGxgYbGxvpQxMejiAIeOuttzh37hx37tzh9OnTnDlzhn6/z40bNzhx4kS6OQSqmZmZwTAMdnZ2mJubA45uDDjclLowFiEhQTYdc9fuL/29bjnpgUARArrbLgoja3Xpn+vXJ4JsNBrx2c9+FsNQLu9TTz3Fzs5OKriSJEmZGCelMlvYfOYf/iJP/9v/lRf9XZI723Rm5nnr5Zssl1zGBHj5Iv/3l36Xf/Qv/mfyi0sk5Qpv3lnFKxQw8nO40+tsLCiIrNxQAqM2m2BFTeYXT/Dhxx7D32+yu7tLxUiYDAbkjITtzgH24ll+9607NGolkpOzfP/f+U/43h/567x85xarvSF1y07v8fz58wCsra0dmR/BLEXx6nnq2TnO9geQIXCCuMa9Xo/z589z+/ZtGo0G+/v7ads2MUBE+evPRdakHvDUn5Nu2WUDs3JsPdtG/hYr77jYEBzmWGeHruyysIy+RiU7SY8biZcYxzH9fj9dR8rDzjEcjlP4xTDVM7hw4YLyfFZv8/7HPgjAj//4j/PbX3xqGgsJ6A96Uxgnj+PYrK2tKlw7CDh5conl5WVGoZ9+Z3dnj9FgyGgwZH9fxeW8fI7xYEwwjvAcj153QJKAbVkQQmwcFhXqc5XP51Mv3nIswiggV/DSTlphmDAYKc56M7aIEwPbNnEdG9MCx3EZ9cYMBj1ic7oP7YR8Mc9oMmI0GVEulBiOx8RRjB8oj6DRaKSKdjwep89rMBjgOE7KUy9rUF8H0XQuRG5Jk6D/IFw3SZLsyN+GYfwK8PT05TpwSvvqMrDJuwzDMI9QzQruLje/uLjIZDLhmWeeSekRRDt6nofneWnq2/b2Np/85CdptVq02202NzdTjR6GIZ1OhwceeCCtupTUMTjcrMKxoudVi7bNKoH/r0MPzrxdaqcuhLLnOO77wj755JNPEgQBm5ubfOUrX6FarR6xSlOvJWewPehy4ezD/MQv/nPCcJfeuIvfgY039gj7O4RxxDiIeeX6DZxygUKpSC/0KeQ9gnCCGRtgmoxG4yOCdfpEqRU9ynmPaqXAyuoKP/t3fo75ahnbsliYn2F/Z5cHnnyCWsPF9gxMt0p/aPHS1ZvsDfp4lTwMglRIz83NYds2169fT1uxFQq5u86tz52uoOXZZhWnZVmppyNrMEkS1Q5vSsaWy+VSaE+fR/EodEEqn+t4uh7U13+fhU5E8OuY8b2658etC/24b7fOZI6yRVmyzkulkpb/P6XCwNa6UdmMRiNmZuuqgI2IF198nvPn7iMIQh5//HF+9Vd/lTiG1kGHYkXh9eIlxLGCW0TojUYj2mNVL7O6usrJpWX2dnbJOTlsw2Z2dob9XpswVPxL/iTEcVRV7njkKys3iaY0xIfWvBxfso3CafvHYBIxCQPsKCROYrxCXlERDA7pMGIjTgVtPu+xuLhIZ6wIz2qF2rSC2Kfb7tAbDiBSz8921Trt9Xp4npcGWoURdTwepxBNEARMJhOq1SqGYaQEbeVSLX025XL5LmV/r+PPJegNw1hMkmRr+vKTwGvTv38X+D8Nw/ifUMHYS8B33u14CQlRMoUxbAuLBEwD21WWk+d5R5pXg3KF5ufniaKI7e3t1DX7zGc+k3633++nm1gaRiwsLKQBtu3tbUajEfV6/S4sVQRMNlUua40fuY9j8PS77lUTBsflXuu5z8dRNBx3zCiK+NSnPpW6q7/2a7/G3Nwc3W43hTKOfL+3gR0NIDIgzhM4M+TcGsUK7O+OietQ9jzCTo+PPfIQPX9CzTFxDYO9jTU+8Pj3sL6pMhscDToR5WWaJtsrN/jsj36CbrOJm3N45IMfIEoSbMdkHIW0hz2qi5cw7DGJGdEPA7rDEU4SUySk12kSmypzqNvtqbxpw2Bzc3OKGXv39Eyyzy47RKDK/8JD3mg0AFKPQSxbXXEAKV6vPyf9PNm4gC5cZWQFrP7+cfdz3PjzCHq9ECtblCXXIRBCLpcjjKZUytjAUa4mEVRezuLatWuMRoO0gvbRRx/lma/9IY8++ggb2zdptw8Iw0OW2UIhR61WoVwus7GxRtvvU6/NgAVhFKgg7mBMuVhShGgHe8pKxmIcqF7GUaDmyrU9gnCUwltiuFUqFQqFQpq0kK8UU2++VqtOPajDBjTGNDMmigIq9RprG2sUijkuXLpEnIRU5lTh4Xg8YXt7k729JubUGByPx+S8Avmp4qpUKunaEnbd8XiMPU0W8X2fXq+H7/tUq+pahMpFh2ZN00x7+cpzuddxL+mV/xb4PmDWMIx14B8B32cYxvtQsMwK8J9NF9brhmH8O+ANIAT+bvIuGTeg8B4RrFLA0uv1sG07zbbZ2tpKm2Y4jkOtVsOyLDY2NrBtm2q1ykc/+lFeeuklHnroobQISwS967qp+z0cDtMMlG63exctqOC1IrTEKpDXx1mPcDeu+nabTwT4cZVt2SBL9hzHCfrPfe5zadDm5ZdfZn9/P4VwpGpUvx5n3Mae9Ons7LGzuYvdcIicIQXHYenkAn926wAzjqg0arx64y31hNwc5y9c4m/9zM9guw7vf5AU35bNpGOh+fz7MZOQ1sEe1WIJL5cnMgHbYn3tDo985HvZ3Ngnsft0eztEUUL/YIwRhbiTAbMODGIluPf29igWi3S7XVqtFoVCgUZjlvFYeSpZqEb/J3DE2wWwJFhWLBZTNs84jlleXiYIAgaDwRGYqFwu0+l0UiWtr5PskOvSC+d0r0KOqwv+LH6uH+fPM7JeiD70GId85zilKJXU8p7C7qXOxSchxLKVh207sL21wQsvvMCTT/5F+v0+P/MzP8O/e+o3uXbtGl4hSdeqBLpljxqG4tLxGirdsV6vq0ynyCSY+BiFMoNen6WlJcVNMxzieTkcB6xpX9fJZEKvr3B1geRyuRyVSuUI1NVqtVL4Q+9lIcbKYNSbkie2iI3D9MfvfPfbOI6DV1WQj5GYOI6rIMPExERBh9VKDcM4zCSS1F0J8FuWhedYaTxRKmYlDtRoNBQcWiqn7T+Fgls4iDzPY8DwntbBvWTdfPaYt//1O3z/nwH/7J7OPh2mYVLK5Rn7PkHik6BSuyzXwbCtlMRMNWh2aTQaaaBoOBzy+OOPpwvnoYce4rd/+7c5ODhgYWGB5eVlOp3OYQ75dKMVCoW0TdxgMDhi2ehCQTabLuTfyaLXg1rHbS69sYiOux6Zj0xwVsdOR9OekbZtMxwOuXjxIo8//jimaaYkb/J7USTZQJ7FDH5icWv/OnNzcxxsKKXamZ7/kYsXMKc5wKdmF7Btl73dfZprq9RsCzMx6Yd7eJZBMu5hJAlWZEOkKFyTJCEXFYl6YxZm5zEMI22wHYYhp6uzbL92XZWVTwt1jETlNo+jgInh4XkVbD9hZ2eHq2/eYH5+nhs3bqT5w6Z5fE9hweizrq1UEWbnVlVMxlPyLkVshRGTL9g4oSLck4wmscrk+1myMR1n1eEdXXDL6+NYNrMBXv3as4pLDAb93vR1KM9bX4O6otOVTrY6WYeQPM9L6XxNU5EAmGZMoaCI3nq9HkFgMujFJFGe2FRQyp9+6+vMzpd54oN/gXyuzOLiCQI/wnAmgDU14lxarZZagwcHBMEejzzyGONgRLvdZtDuUy5V2N/fB9PkoNfEN0K6ByoZY7Y+Q7/fnz6PiImhlJAT5xmNhtiGB8S0m206nQ6u63Di5AKe6eDYXkrV3Rv1aOQbhEEIiarrcXIO3WaX2YX5aY6+hWfnsY1p06OuRZkKkQmmaRMaEaPxkLnZIgWvim1ZNDfaeJZJMBrSaQ0Vxz4R5UqOM2fO4AdD1Sg9mOCVXPKV3CHhYs6kPxljD/ewLIdyyWY0jDAMh72dXRqNWeqVOgc7rbvkx3HjPVEZG5PQDyYQxzieS/ugRRxGECfMn6qnjHlRFNFoNFLXp9vt8rnPfY5r165x5swZLMviK1/5CgAPPPAAn/zkJ3n22Wdpt9upRaJbncC0tLt3xJqBw05EsrnuFUaBu7Nn9PF28MLbDd2yEs9EBE8ul+Nnf/Zn0+v6vd/7vbuET9YlF2UBpOmQlUoltfxN0+T6tZspQ6OilnCIowTVL1bNkZc72qFI5kwgHMcep3ioWI25XC69f8XXHU6twvBIQ49cLqeyazrDNIX24sWLqaCX3qY6JCKFLW9n0Wefl8ANQRAxGo0oFoup8K5US5RKpSOUwrKGBKrRrXWZVx2ekffgKBwn9599rvpnx6VnHmdUZI2ELFSTnYeslyDKRFceYtzINUjHpCRJcN1D+gdhepS8b9/32dzcZP6E4uzf2dkmX/C4cvlBTNPhF37hF/j8f/Vf4xWKbG9d5eTJk4zHY+67dJlbt25RLlWxbZu93SbxtIbC90PW1tamVncxXc+Sby7eltTbjMdjhXtP+f8dx8I0bSbBGNtSRW6uk6M9PKDXHuLYNlEQUi6WKBWK2KZq/g4wag/TGh49PifPPAxV4N+0bfqDLn7ks3hqmWIxj2tYRHGImTcoOypNt+AUGA6GqXJu7bYIjZBCoYxl+mlHLkmzjCoG5VIdKwlptTqqeMo0sGwoVPJ0Bgf0Rv+RNR6J4hjDtijXqtimpdy0JMEIIqrFMq3mQSowJpMJg8GAs2fPct9993Hjxg0ee+wxRqMRzz//vKqoM1Wl61NPPcWZM2eOdKKBQz4TSdkT7mzdqsni52+3ObPjnVxl+Z2uQO5lyOaTTB8RlD/wAz+QUgDcvHmTZ5999giEkr2WQ+WWsL6+SaVSmwa3TRqN2dTdPXXqTIq5Viqqq/1k7E83mq3ykl2OnSNVyWrS6w7TilmpVRD8U+bSm24kPUB17do1hsMhrVYL28oxMzOTVhPK90zTTHOj5RyijI8TcHrsRYfmRNhVKpX0tTQJOTg4UMUwjrrHnZ2d1ILVA7CyJvS5zip63ao/Dr7JYvrZzkP6MSTmkoVzjjteFpbJKoGst6hfs0B/UlWqz5eM2dlZDg4OpmX5Pjs7O5w6M8/ly5d5443X+da3vsVnPv036HYHXLlyBd/3KVVLnD59mtXVVa5cucITTzzBT/7kTzIcDvmd3/kdNjc3MZxkelyH++67j42NDcbjMYVCgUqlQr89SPfw8XBqnOa9G4aCRoaTIZ1OQBApIxHHwvdVcdfCwgK93oBms4lhqKbw9tRoEGteMtZkzuI4ITEgCCdU63XO33+BOA6JAp+c6zEZjcifKxAFMZtrG2AaWK6Fg4M/8hl2RsyfPUGn01Gkao4DWFQq9bSGo1gssbayQn/Qm66bUCkvy+DS5fN85CPfy//y3//qu4kP4D0i6OMk5sojD2EnBp2DFgeuS+gHFL0c9XKFV7pdHn300dSSE+gCYH5+nuFwyHPPPcft27dZXl4mjuOUgnd1dZWNjY00Yi1W33g85vLly3iex/r6Ot1uNy2cylLJ6ta/bl1l8+bhboVw3Hg3ZaAPPUdaSrHH4zGf//znefDBB9Pj/MZv/EZaCagL+qwQSZKEUqnEnTt3WFhY4A//8A9ZWVlJrZcrV65w/5XL5HK5lPM9n88T+AI5xQTBBMO0jliqEuQSS1sU0ng8Tq3C0WhEGIb0ej329/d58YUXUozc930+8pGPpPnZjuNgmVbagHo0GqUVq6pBQ5QqDj3rRbfq4ajgE+9GcuQlHVPiJabJFGc+pAfudrtYlqK3VrSx49QbMAwjtfKzFrb+jLNZObJuskJZjwXoayPruYiy0CEauS/5ZxjGkevShbsOK+nn178nx9ENLMdRAr1YLKY5+eIdS0bb9vY2uZybGgqvvvoqP/iDf5nbt2/zcz/3c6xt3ub06dP85m/+Jvfffz+f/vRnCYKA1dVVPv7xv8Jv/MZvsHewOV1PETdu3CCKIr7/+z+G7/s8/fSXKXolRqMRs7Ozaayt2Wym2H+C4ocRaot8IY9XyNPpdBgOFfTpFXKqDiBfYDIa0z5opSmlnuNimofPR/LXZS4sy6JYyau1knMYRQFhHBCEPsVCgdGgj5dz6Qd9nJzL0pklQj8iGsas3VrDNTxGgzG3bq4AqjhPGFdJTOIIOu0OUZgw9H1M18M0oVapsrAwz8KJGQaDHrfXb72r/JDxnhD0lmXR7/fZ39qhWiqzsbGhUtryytrO5XK88sorfPjDHwZUCfTMzMx0USmBsre3x9zcHLVajUajgeu6bGxscPPmzSOMgzJqtRovvfQSjUYjtThFqAZBcCQ4A4f56qIExOrXK2d16y67qbKbWr6XterFUtFpY6VphVhXcRynQj6KIlZWVtjZ2UkDThLc0i0xuQbBM3d392i12vzgD/4QrVaLW7duTSsWizi2y2Ts02l3MU2TdqsDxlGL0HWPLh1dSMVxjOvkU6UoGLJwnFuWxdzcHMvLyzQaDTzPY3Z2FsuyuHHjRnoOaQRu2za9Xo9yuZzi1wKlyXODo5azTmQmCknHyGXuDcMiCCZTvD6HbdsUi/m0b2mnrbDV3d1d2u12GmMR61YybvQc/qxXkcXAswFcPetHFLQ8cx1Hl/vMwnPZNaULJH3oAt6cZnzo61LqDMRr0JtbiCclEFc+n2d3d5fJZILv+9i2TbvdJpfL0W4fcOnSJW7cvMZLL73Ej//4X+f2rTVOnTrF/KKCXs+dO8fZs2f5zne+k/LK6ynWjuNQr89wZ2WVCxcuEMdxCuGO+5PUum9NmS8LhUI6T45t4U8beURRRNmpsHfQVOmb44gwiJl0e1Qq1XQPua6X/m1ZNkwLp6RaWhGkcUhoFxkkpsoWlAIwwzAIgklq/Xt5D3/sk0zpimOmJIhxiG07xMYh9JfL5djc3GRpaQkgzcSxbLUGzp8/w9z8DDMzNXp9lSLebDa51/GeEPTzc/N86pN/lcD3GfYH/OnX/5ggCimUSiTWYQrSZDLh5MmTNJvN1EofDAa8/PLLimulWOTs2bO8/PLLvPjii6mw09kdRditrKxw+vTpNAdfRhbHzA6dAVG+r29q3ZLThbj+edbK1ocISrHeRLBblkWhUGAwGPD3/t7fYzQakc/nsSyLp556ilwul6ZdZTe/LoSjKCJOAl555RWefPJJ1tbWaLcVwVS9Xsd1XTqdniYYhRVSCmrANA8x2qy7L/cWBkctSbH2gdQSf+SRR9KqXREaUtU7HA4pl+p8+9vfJp/Pp8VtMve6ENOVqVipuiWr/69j0UqoKQ9RsW8qb+nM2VMppbPco1j2kn0ha0uyJURwH+elHRdnyRoFcDS4rD+7tLOQBkFlz6N7MlmIKKt05P6z85S9fjmGDu/IueR3ogCEJnxlZYXl5SVs2+bcuXNcv36djY0NnnziSfb3W/y1T/84f//v/31+9Ec/ieu63L59m0qlRhzHacXzYNLm/e9/P/v7B3z4wx9mZWWFl19+mZmZGUV3Mmym9NU69CpUAYNul6XlkzSbB5xcXOTW7Ts4OY84UoHTJDHodTrYhkmtVqPX65Fz3CPQlOGYR9aNZOhYlkW5XKbUUNlmg0GPvFOhP+xTKObwwwiDmPFwiGfm6LZ7DLtDLMMm8RMiMyKfyxNMAvwgolQqMRj2CCOfXN6l1++k7Sv7gwmJG+OHPlv72zgFB8M12N7eZPegmXIv3ct4Twj6vd1d/vF/+4u09ptpb03DsnBLBQzHolgscubMGWq1WspxI63wyuUyP/RDP8R3vvMdbNvmmWeeSVMvRVDqeCQoLbqwsMD73vc+1cosw3MjmyyL7WY3mP5aF3JZLFQfx1n+2c/144PaWL1ej5mZGer1Og888ECaBvjss8/y1ltvpdCUYIpyn7pncWgxQrlU5eqb15ibm2MymfDG64rG2Pd96jOzKQWvYu0zMExQpE5Sem8fuU9dOZmmCYmVWrsiKOTvlJ9m+kzEspSAp3z36tWr3Lhxg8XFxZQ5VASentkiwkgX9HqQVH8m2aHynqNUYPm+rzIifJ/Z2Vlynk2xWKTVaqX3oweZ9ft7u/FO+PlxUIoOzcg9vR3Hkowszq4H4XXlp8+F7pnKyHqhuqAfDgdpW0Xdm5HPbdtma2uLCxfOpQSE7VaX1157jdmZE8zMzPDZz/wNxqMJJAa5XIRju2mMZGd7l4Nmi1qtlhY5JTFTRT/Hm2++iWEob9A0FV++3us3CAJl0btWSmwYxzHVapWRPyGOYpVYEMfUqw3mZlS7yjhMMGwT0zBxLLnX/l11BcViMSXAs1wwTYdSo0JoxFieRbFcZjzsMxmOaHVbhLuxEvAJ5Eo5YisiiFzanQMunLvI3Mw8a2trdDpjRqM+hpFQr1cYDu00KOtXrP/PAAAgAElEQVTVLc6cfugwNpAkVGuKg+ig1Xvb9ZAd7wlBH4URydgn76k0rjCOaMzOUKpXGUYBy8vLFItFrl27RrFYJI5jZmdneeWVVzBNRV28tbWVBial6AXuDhiC2mS9Xo9vfetbnDlzJs3LlVQ/ILXWdCGfdbd1YSPCNYvNwt1KIJvipw+9vF82km3bKV7+8z//8ziOQ7vdZjQa8eu//utUq1VVpDF1s4UDQ4RSNjPENC2q1Spf//rX+fjHP47rurz++uusra3hOA6nTp/n3Pkz/MiP/AjVahnDSDAtxZsNit7VNNwjglWEdSpU4qNpj4ZhpLnAg8GAwWBAe5rLLNZzFEU0m01u3brFysoK/d447RN869atI0FpXVDp8yrPRf7B0YBmlgGwUHAZDvvTOVPphKdPn06ff3+o+gzr3pJcq86fImtCh1j0oa8j3ZgQiz3rRepUCLL2dMv7uIyb4zB2uS59yDPSDRoRlNlrlvNJgoNesi/vCdQymUwwI2WAFQoqP35mZoavfe1rPPLw+8nnSnzkIx/hm9/8JktLS7Tb7TTrTfZcv9/nRF01CWq1WnQ7PRYWFrh27Rrz8/Pk80U8S1Uqv/zyy5imydzcnOpj22wq7hozYTwZp3BnEEYUy3WCIMJ2HQI/YjLppo1sdKZSkR35fD4tQJRnIPGnQqGAYalU28Qy8I2YKIzZ2d9h2Osz06ipAq1qic3NTdVIPVfg1NnTBJEqmlpaWuLNF19ndW2dYtFN6bg7XWXsVmtFLl++zNgWYrWYnFdkd3ef0XAMmITxvddXvCcEvRmD1evjxm2a7SZ2bpbFsw8SWhXIe5zqb9NstjBdh9Z4hGd57O0c4BkWlbk6O73dqRs10LqwHDbZTpLkSDGT4Ldzc6rTjXBgyAbSN4LO/KgLFRm6F6BnlejWehYj14f+PTmfrgAqlQqdKYvjJz7xCXK5XKq8nn766TStLAzDNOh5XEaIKA45/3jsc/v2HX7lV/51is1KafrW5job66u8+vIrVCoVLY/avCvLQUbWc5AYx3g8TnFcuRYRklK5KymL4oKLdZgkh7xEL774YuoJ6DBMVoDKPIpglOuQ684Wqdm2naZSClQjvWIl8FgsFlMFPBwO0zRMXYHe5a1oz1e+JxDiYXzgqOCXZyfXLYFiEbD6+tWtbjmPPH9RZrJ29UBrlj8HjhZOyd/CnS6GgmmaFAolbNslSQzK5crUq1H3NRyqLk7+xGN3e8CJxRxhOKLdbrK6usrf/bv/Oa3ONpfOn+fLv/d71KsNTp05x+uvv05sjKjXa+y2NwmtEZFZodVvExoRlmszjnxCI2Jte51yucqkowKw8wsz7OzsTYseI1QfX4sTJ2fJ5XKsrq5jGTZuzsNIAixDZfGNzBHDKKQ15cRPTPBKKj6zs7HDaDzGsodESUQQRFQbJQzLY2dnj3yhiBdMqFQLhP6E8XBIPp+j2dynVM5x/sHLjMdqHe9sb+NUwXUT7EqAVw0o2jbFYpmJ32ZhscrMvKqwzRcL+JOQ2IBqtc5gOMSt5AiDyXR+h4TxgFrDw80pOu2FpSLfunFvOP17QtBPzISDWY/9rQHFeokztTnmzJAZK6S9ss6w06HQqNAajMmVy5RrFUYHHTBVN5dus03BUVWvuuDVMxDE0pccfLHSisViGtSVTXCYN+weyV7RuxfBUfc7a9Ueh8/rf8vvdOIr4K4NuL+/T6VSoV6v88M//MOqkTDwhS98gVdffZV6vX5kA8u9ijDN8vtLsLleryvmwKkVJAJHBK6ky8n96zEOOZ4+sta1DrPosI1+/3qQUseU5RgCkYxGIzqdDo1GIxVkIrizKZU6hq/HOWRudSGr7rVDFAUp/m4Yqrir21VsjHL+brebWni6pawf7+2GHlw/Dl/X162sCxHawrv0bm3jJIgv8yGFXcedJ2uEZL1Q+V/PDgLlZUjBnljhYuVKrMLAodvtsnCigWXZaaP3/f19Ll26nyRUWV+/9Eu/xH2Xr/DhD3+YiADHUV7NqVOnGI7ajIYTijmPTqfH9sa2ynQplOi1W8zVZgmCgFarpfiIPIfRaEC1qippc8USGxsbmI6N56oq0snEx/Vy9IaqyJLYYH52Xlno+RxJoFI6TVNVyramrU1rjRnm5hZIDJPJJGAwGHJw0MYuqKSQWk31dD1/5iyGGRFPAjZW1ilUCiwtLU0D+2oNjidDqtUqW1sb+MEYojzjsc/6+ialcplqtY4fhVhWn8FwyHPPvYCdV7w9J0+eJIqilGlV1uS9jveEoCcKOdGYwQvHnG7MUBxNKO/fZmY75AdOLxE88AS3um3o7kOlxEZnjySIaLZaLCws4CSHsInulutWT9YKk0yBWq3GxsZG6glk8WwZOu6rv9bPJ1Zo1qKW74vgkWvNuuv6axFUpVKJVqvF5z//ebVYxmNee+013njjjZSHPwsp6QFjfbOLAhPyKKFwlpRB3dIToSnXqluH8p4+shi1Po96pop+7ymviCb89cIn13VTjhLB0HWlqZ8nq4z065N4ht70Qc6v3HZlJLTbB2lD5u3tLcIwJOfl0z4HuVwuraSWudDXwNsJcX1ujoNd9HuR7+jW/Tvh/zIkKCkZOeL5yXzo8y7nyF6rrN+s8SGjVCqlFOGiiOT4kvKaxEbqgbpegXq9xunTp/mt3/otqtU6l85f5uMf/zh/8JWvpteSz6tURYnPEMfUaxVWV1cpFEqcffABrl+/ztzsDNVKmdb+AbblTte+wXg8JJ8v0mo1WVpaYnt3h8c+8H7efOMtAHKuS76gEje6vQFJklDKl7AtW/Hp+BE7W2tpoHU4GFAp1ahWq+QLBeIYwghcy2FoGMzPzmHiMxkNWW23SJKI4VBV6BaKOarFEnEQ4/tjqlXlDVq2wUypkcYuBoMBrl2nlsQ09zt0u3263SGO57G2usGl++/j0qX76Q6b3Lx5k26pr5Ix+iNKxQqe53FiYYlrf7z6rmsD3iOC/lxtlvetjHhrvc/FR+Zpba3y8OkalysedX+LjdYJRnub2F7CYBgRxAF3VteolIoEE5+ilSPIwBR6ACpJDlPO4jhOo9pxHNNut1PuCB3f1HHR4/B5fWShg6xlqw99g+jjOFdcrO8nnniChx9+OPVEvvjFL6ZNsCUAJdeVLZTSc/91izGKIiqVCoah8oR1Lg1hu9QtY50HBO5udaen6unWufw+a70LzKG/JxlScg7xXgTG0LNPBBeW5ygCKgvniFejB+b1USyWabWaab9b0zRpNptpcNu2bTqdTsqHpM+tLijfLuNGnks2gJwd+lqTY4ng1VNk324IPKZ/T0/BzMKOx61B3fOSPXTcZ61Wi2KxmFZTyzPwPI8wAD8YqphGTnlk8/Pz3Lp1myiKyBcKLC8vc+7cOW7eXlGpwLaXClmASqnAZDLh/JkzrK9vcOvGVU6dXKZaKbO+vk6lrqpod3f2SEjIFXO0O22uXLnCaDjh/MWLvHH1KpVahZWV1WkXMY/JWHUT8zwPRiG2ZeF4SmEUvBzDyXhqJcfUyw2GgzFersBgMGL/4IBiuUTOcdna3mB2oUhtYYHFBUWsaBCrxjSJwekTJxUBXsGkubdHEChP8MKFC3S7Xfb2dlXdyiBiNB4ThTA/t6Dm2VENWA7aLdW60ok4d+4cg8EgzWxyHIe9vT1FDXGP4z0h6I044uNP/AVmZ2f56I99iHb7FBVjl0dma9z+s5e5/fptttr7RKcW2Nk54IVbK5S8EksXL7CxskqtXGLgq6CFCAlx17Ou5f7+fmotra+vU6lU0iIc3dXXszhEgOrNk/WgqS489Q0q3Dy6S60H2HShpWOpcn6xQj/5yU+mxFK/+7u/y507d5iZmVFpYdMArCgVEXY6rCDXlcWLhcxLrGiJU4j1LoFSYFqS7qdznBWaWexbD5iKwBBBJA1CZE7kWBIU07H4Xk91EhLOGf0edYEvcyDvZdNqZS0ICZtkNUgHM9/3aTQa6Uba3t7CdV0sc8D6+nqqxPVGI1kPUp8LHb6Tz2QNCbQm7+s4uDwLUbpyPbqSkddw1BsUagDxYHV4UGA7fV3Ls9XXsB7nkBiBBClt207ZE3V+/jAMKZfLU69Zzefu7i6GGWGaSRqPuX37NrP1BeZPnODTn/40//p/+3WAtOtSsVicttgLUAkAMXPzDU6fOstbb12j3+/y4EMP8NbNW7g5BzevWDQd26UxWyeMAxaWZrl+6yoPPvggjUaDUqXId7/7XXqtLp6XJ5z4jCZDKkaBXDXHcNgH08CwDcwIIObEyRMMDtqKxwcVr7Bck4OOqgIulFweeuRBoiii3W5z/do1apUq7eYBC/Pz+KMI2/DwXIdauZ7Kis21Tba3t1PKFTuo4XgK1tvb28NxbWzP5o//5OvMLyxQKheo1CvT5xfjOO5U8as8/EKh+O7CdTreE4I+qeTwP3YB61TM1w9eZvX67/OX33ea/LlLvPQ7+1ztxKyO+qxcbdOcjKnkS9x35j6iwMfJu3SDw8YRsrlESInFMRqNODg4UOebQhF6Cb0ufGWx68G2LH55HIQARysMsxk0utWub1B982VjDIZh8E/+yT9JN5rg66PRiHK5TK/XOxKo069fhp49JAJb5kk418Xr0a/VNM0UtxYhlcW45V5FucnnOkQh59aVkvxtWaq8XCwtuX6BaqJI8RuVy+W0kE3vxJMVqNmcc/21YOWgFJFiNzSxLHWtOzs7PPDAA7z66qscHDRZWVnBtvJ0u9302MPh8Egmk1xLdr71daNbxrqC0BWADnPpHg+QCnw5po7160pcPtfjNPJaFImeDnnc7/T5lMI70zTTHgC6BS9FTlKLMjc3x3a4jx8MGY1UwY/rqgyv8+fP88UvfpGHrjyKaZqcOnUKz/NSBS7zlMvlMCyfcW9EEsNDjz1Mv9/n3H3n2N8/oDcecPbcaZrNJhcvnscwDHw/ZGVllWq1yurqCidOzbLb2mYY9MGFK4/ej2N7vPba62kHtDB0COMJoREy9kdYnoXrWMzOzzK7MMOwXOBcocDVq29QLBWZDMfkKy6NOUVfPZwSr7XbbU6eOU3B9XAcj+3NLUzDxbMd2mE33QNhoBIdCvk6Bjn6/SGXr9yH63nEScj65jq9Xov5+QazszXCOGR7Z43dZp6zZ8+SzxdTjirDmLCzs5P25riX8Z4Q9FbOoXCiwvqfrOAa6/y1v/qXeOK+JbauTbjZybNRdLnTDWmGAYXqDA8/8D4sP+HWzeuEdsKbd25ycfFMisXqFo1Utkm7QSk8KpVK6YbIbkxdsOs4pA7FZF3h7Gd6MCuLjWYFvRxfhxvkfbn+XC7HcDik0WikvOh6P1P9mNn/dYtXVQG6qeDSS9rFshJhJBWfOuylW3z6kIwWHULR702URpIkqdKSuRclIs8HSFtEnjx5MvW2st/JZgDpSghIU1N1QScwlMAh6lmTKsGrV69y4+Y1gmBKNDUIUloMnUhNSuKFCvfIetYsaP1ZiBLTFX5W6OsV2uIZ6J6kzP074e56Bo/ucRz3G90bya4hwd2lYFGGGAuFQmFKxjWkXC6nNARxHJOggvrnzp2e0iEcZl31ej0WFxe5cuUKtVoNJ2dh24cB9ny9TLFRIQwiepMB3VEPMHHLLht7W1y+dJmoGbPbVKy29913mXGgAr5RlFCpq4BlqaQaE1lNtXY++BfeR7vdxvdDxlsT+uMeVs6m0agxc6KBuuqQftBh8dRpXn/jVXp+H9d3qZ2oUq/XwJwqbs+iNFOlUC1RKpSY9MfsXL1OY3aeSq1KHMSUazW63T75vNpfhVwRz6qw2l0nGA155ZWXuO/yfViWwdLSPAsnHmAw7hHFilLhyoPnaDbDdP9WK3WuXbvGZBxgmQ6nT53lOvdGg/CeEPSMfMpbXT5YX+Sxxx4gn7vNYG+fre2A7XbAru3TiiJOnD3H3NwCeTfPzbfewEzAj0Ki2E83ob6hxVIQQSgCDo6619nNqP/T34e7WwPqG0iHK2Rkv6OP476XzdjRecBF6E8mE2q1WhokzB5TNpt+XcBdglff5AIR6IE4Se3T+7C+k1cjCiEL68g9yYIVXh0JvongFw4jPQ4gcE5WWMsxs89Dn1eZd/05SlBeICq1NhTMls970/uy0mcxPz+fUk/oGLgupLNDf/84iE5/P3udujekH0P38PS51T3BrHDPrrHsWsh+loWi9GPpGWnSyk6uRZgk8/k8k3GE5VuEkZ8WMwVBQK1Wp16vs7W1Rb5YpFGf5fz589My/sM4UL/fZ2yPqdUaYBvst/YxTZuN9Q3FTz/oMhoNUo/QNCzefPPNw3kzQ7a215idnceyExIC+oM2+XyRUqlEv29hGDAyxyRGjJd3yRdz5Is5/CggiWP83oTBqI+bc7h45RLDYZ9iuUi+nCeKAkzHZBJOsEwHL+8QJTGdXhfDMlUmYGLgeC6eV2Q8PqCQL+M6HmEImxu7FPJlAj/GMlSXtFa7SWx4TCZFRuMBpgn9YR+MiCRR8Eyv10vnXILtx/WzeLvx3hD0rT7D/+NrPDpXoeH22PSf41u7N/j6n40ZJpe50W5hlcv0w5jx1i5XN95koVglMRIs2yZfr043aj7dxCIs+v1+SheQJCpHOssjosMsWQGiB2aBu4QL3O2i65YV3L3Zs4oDjjJUiqUbhiGDwSBtwCzYsjRrACU0xaWTY+lQjS4sRIgKFKBDS5LGp1zhQ4GmB6rlOsVS1oO/EjjWs2nkWvRqV7HaBoNBailLYwZ9/vf397lw4cKR6l691Z/+vLKCXhSNeFV6LECgOoV1BmkFsGmq4p9f/MVf5NTpkzSb++q3Zo6nn36ab37zm+k9yLrSLWd96Fa6PE/9OuW6dPhFjwWJgJV5lDoDmU/9OnSlmPUk9DWmQ2xipeuxEDhU1HKNWYUi1yyFTXJMyapSWW1TRW86QDglEhvygQ98D3/2Z9/lS1/6Ej/9N/8m0VLE448/zu///u9PoTvljXc6HQK/TZTE9HtDfF812sgVPfwwoD7TYHV1VdEQlEp0u13m52fZ22vSaNTw/RC7FLGwpBqLD0YD1rbu8OQTf5GDgzZe0aHdHhAlIfXZOsVqgf6kR6vfojfos3TqBKGRIybm9IUzjMcjZk/UsVyLMPSZqdWY+GMwVKJAOAkJxgG37qyQyylDAcuk3etye0NRLJuGw/7+AVGYsLBwAs/LU8hXyOXGFIo52p2E4bDHzm5Af6z6144mfYqlwwK9vb291JOUqu3/EM3B/72OiT/itZvPEm/kuP7VfQauS8ecZWDY7PV2SIYWuZKHFQ9JgFI5x8Gkq7gvTJPThXna7Xa6mWThCYOeWJO6SywBz+zm1zeoLqB1GEe3fHSLSrIQdOhCLFw9Iydracqmzlr+ukCCw4CbfE/Hh8Wy0l33t/M+hEpYtxr1e9dZIfXNnHX3ReDKPQoHjH6u7DyKZS5BYAnwSSBOjrmwsJCyleqc6Po9Z70y3fKU6wSOKDbhpQFJsQ1Tbn/hut/fO6BSqU2rrWNu3759BP8XRSdCWs6rK3e9QC87zzKya0D35OS9rDLLwomi0LJxnaxBoQeys9a+7qHpKZa6ElLvR0wmh1ljYaiakZimAYmluGTsMTYmSeAADtevrfH+DzzMd5/7FosnZ/nui8/z14efodsfUK/VObV8jm63TRKa2HGOolPFribk3SKR63B6+QTjwGdt8xbtziozM3ViM4IwZjiYMBhN6IxHuHkXp+KwvbbJBx5+nNdeejOFTPAdnv2jb5NEUhRYxV2ymZmbZeXWFqVSleZBG8uC9sE+jhfhVQoUCzm8gsdgMGQyNJhMAnrtkYrTmMqj2NrawjYNhqMR9aU6o0Gf1rjJ4vIJgtsR65trHDSblKtlzp5fwivkGI77YMc4VZNR0qYwm2cyMRnHCZPIppKrkrNK7LV8ckmPUehTrOYpVSv4ozHJIORgf5so+Pdo0RuGcQr4N8AJIAa+kCTJvzQMowH8X8BZVDvBTyVJ0jLU6vmXwA8DQ+CnkyR54Z3O0YpivtjrUXHzJMvLtIKAdhiytrdPYNmcXphPqyZlwebzeS5evMjq6mqK/UogSxjmpNJRKHePs8zln57FkHWP32noikG3brX5O9aKFwtYlIAewNWHrlyygkH/ju5u6+fWPRdRQqLs4LCYR/cA5H/93LqCMQzjiOsu9y4B0+MgInmtX7fkposnIda/XuglSloErG7RZhvK60pX9w70ILMo/2KxSKVSAeIjFaDr6+vkcrk0SNjpdFK6X5m/bD6+XliUFdbZZyVDj3foc3Mc7KM/m+MMhew60dfYO503e67sNWffi6LD+It6Jgm2bRJFCWE0LdAyQqIwScnpDNOgVqvx5tVXOHPmFFEUcefOHRYXT5LzCly+fB9/8s1vkC+onrGLi4t04gklr8hcfZHNnV0VU/OKnHtomZE/pFqqcuPGTeIoYXn5DKVSZRpg9bl8+QHeuPomM3MzKt/cdVk+eZrXXnuNJEoYtNucKJUo1wucOXWaXnuCPwkoFYpYdkK56OB4MXGY0NxrTi3qCZblsL6mejj4vs/8QmNqaMS4nseVy/fhmBYnLt/PwrzqmNUudImikHK5yHDY57vffYmL95/h1JllLMtiOG4ShjGO5zEYjNjd3cV1c/S6XRw3x6DXZxQkJLZJlKhnNhgM6LU7VIolGrX6Xc/37ca9WPQh8PNJkrxgGEYZeN4wjK8CPw18LUmS/84wjH8A/APgvwH+Cqop+CXgCeBfTf9/2zHBZMeeYa3t091oM5iMiQwTK+eCobjjpXAmDJUFJkEgsc7hcGMI5CEKQSxUsUx0a0vHqPUNlBVKcJQXXP+NbPbjAoP6dembVa7nuCyMIw9IyxPXrznrfcjfIgx1QZf9rVyXWMf6/Olzkr02PVAr8Q7dotdzwbN0EPp1iKDQM2ikz4AolWKxmCqTLFSmW7XZOcli+PrzEm9G91IUUVuSFkFJ6qJpmpTLZdbWNo7w1ktVoq7MshlVxwl7fcg86b/RYRcd2jlurekGi+4pCPQj3z9uvJN3kR26kaB7DtL0pd1us7i4CPhEUUiSRLiuQxT6WJYz3RNw7a0bVCt1+v0h5XKRbz37p3zP93yQOAmZm5vBdVVLwcGwz87OFpHTo3cwIMak3pjl1lvXMeyYQt6j2dxjXB5TKdap1WbJ50rsbO+lfQG2N7fIzxVxC3m2d3ewLItKqUp1tsHKrRVKlTIPvu8RImPMH37lDzBwKRWrVGslMGJCPybwA27fUnn/8/PzNJst5Xl6BZZOLHL9+g3WVm9PC8QijCRhMOgzPzPLaDDkzsoqtmkSJyGe59A8aIMB5YrN2vodNrfXmZ1rEBsh9Xqd4dhnMBgwU5uhWqkreZcvcXJ+kc3VNQ66HWJLGVdJHDMzM0O1UKI9zSK8l3EvPWO3gK3p3z3DMN4ETgI/imoaDvC/A19HCfofBf5NolbRtw3DqBmGsTg9zrHDnwR09vtK0AY+VcvBdkyssWrGbNdVl6P9/f10kUnFaLutCiX29/dTS77b7aYsmLIhdQwYDrFOPftDt5aOG7oHoM3PEdgA7s560f+XzShphbJBxWU+Zv7TDfZ2QiSrMGToFr1+HIFuLMtKrVVdGek4rS5A9RoDvduOKDCJFUhqpAgFHVIA0mMItUG5XKZaraYQle/7aQqoHm8RoapnDskcychiy1kBLJ5Jt9ul3W6zsDCXUjyHodp47XYbwzisSpZ6CPFkGo1G2mBesO6sQMw+n+zrrDWtB4jltS7odXhGIBb9/vQ50hXHcWtJX4vyt3yeVahyvjiOFZfNNH4zMzPDeDykP2hPzwm2Y2BZ5jSLS3k93W6XlZU13vfYg8SRyfLyEi+++Dzt9gEzM3MMGXLq1EmuX3+LIJhQLOaxCzMqg8eA/b0tigUXN+exentF0XbsNjFNm73tJgYuo9GE06eXaTRqnDtziq89/8fUGnWKFcUj0x8O6PZ7zC3MszA3T5jE3Lm1gm2YFAslxuMRN69tUSoXmJ2tM570WZw7mVae720dUCgU6XQ63Lp+E9ey/1/q3jTGsvS87/ud9e77rb2qq3qf7pnmrCRHGoeMlJAKtYBaLCmErCiJFH2xETgIICjWhyQWDARBotgyBAFSCFkBZNgOKTsMKYWWJVGkqKFGs8/09D7VXeutuvu+nC0fzn1OvXWmhuwAQTA5QKGq7j3Le97lef7P/1lecuVcKGN0nYP9GgnTpn5Up16rc/Xq1WgT70uXL/DCCy8wmYUJef/2T/+Ejz1zg8XFRWr1Gu12m6OjI3zH57jVoFpeIJErUMzluXPnTlhOYmWF7miAN89X6Lc6HLa7WMbjM+//jzh6TdO2gGeBvwaWRHgHQXCoadri/LQ1YFe5bG/+2SlBr2naLwO/DKAbOrOEC4GHZgN4uP4U3TTojZpo+ulEGBEgDx48YGFhgdu3b+P7flSzXqI3BFmqcb+qE1KlO2SSq5mZ6oJyXTdy4sohiFaoBBVBCrqGk0QhCemTtqh1bVQqRRUAav0cuafK+QtClTarZQWCIIgcNiLk1AxgEVKqpSFCWd5NnLdqm+KlH+S3qjDVjThUtK8KG6HUdF2PYrbl/LMsGBE6qtNYxlIUqGppqBy+YYSb2wj9Z5ompVIpigrJZrNRBcZz585F79lqtebx4HZUK0mtm6/2h+qMV0NkpVyulOBQz5P5I/dWlbOcE7eGVJowboVJqKya4KdaHKrzX52ncWpILB71c7Xu0Wg0IpG00DTwvHAcPD9Mekql0gwHU8bj8XxzEAfLTHH//jYBoeP4O3/9MgsLS6yurlIuF7Fskz/7sz8jl8sxDSaUq6Uwgci26Q366LrOueQ6168/xdHRIUdHdTxXo1pdYtCfcOvWTSzbYGtrk+eee47j42OWF8Py1seHxxTzBQqFIu7M4Tvf+Q524GMEGrgOmueSNLnb0eAAACAASURBVC2Cmc+gPcCyDRrNFjg6Ozs7GIbGsDPA0kwKmSyLi4u4Rrj2dh8+IpNMs7y4wmQ44XCvzmt/8xbJZJJrV6/y2R/6YdrtJoP+hPpxk81zW3Q7fVLJDK1OG8/1qVQWMLHRA5PmcYOElWR/ezcEZaaFM51i6QaVxYVQyWYLFHI5DE3n4dt/wuMcjy3oNU3LAl8G/n4QBL0PQ73AWV98AKoGQfA7wO8A6LYRtIzQkacFoAc+BAGG4WMYGsVYCrsshJ/6qZ/i29/+NltbWzx48ODUdnMS6aGWG1YdUSqPq95XjatX+Xwpeqa0/0OdZOo56rOASBCpi1lF/KrAUHdSUkPbVJQcd6rKPWSRxiklNetW2iM7P8k7n5Xqr1II0sfqIQpBzlPLFoiii6PO+KEmvKlCVKWj4tSY+o6GYUQ7IEn/yX0kfFPeXS1BKzTSk08+SS6Xi+aOIHjVqhBBJwJb+kHd1SlOl8mmJVL+VlWcck913qlzR95Zde6rVqG8q4xjr9eLlKEEB8T7W6WH4ofMNRk/1RKcTWdoegDoTKfDOXgwKJayGIZGvV7H8zzq9Tq6ZmNZiXm2tcn29kMymTSXrm7SbnW5ffs2P/gDYchgoVDg05/+NL/+6/8t1YUyU2PI+sYyPi6JtM3q5gJWMkm/N6Y/6TMadTD0gOF4wM6jIfXjJhvrazxx7QrNZp36QQ1d0+jUm3Q6HSajKdVqlelgxMOHD8mksuhBQCqRJJGwsC0L3w3HFN9gPHCZjX0O9moU82UKhTye53B0fMjOw11ajSZmOolhWBwfH5PPlNhYSvLO3btMRwHZdAVDM3nrrXd5+GgPyzaYTKekMynWzq3h+T7Hxzc5qO+F1tvMI2laTIZjJnpobQduQOD5YAU4nstwOqHd63JubZ1ivsDOw0fks7kPjN+HHY8l6DVNswiF/B8EQfCH84+PhJLRNG0FOJ5/vgdsKJevAwff7f66D6kxQECgaei6SaBrBK6GblsE+gc3NfZ9n29/+9sRKhNhl0wmI0SvIqZ4OKF8rgqLODWiCmD1uer/cXrm1HvFHGRxxKQ+J/4DnNkmiQOXRaqWJlYFwlmCUY74uWp/qEpIFTIq3SB7AsSpExU1CnqVzElJoxdrRuKA4xSGSgVJW9Tv5VAFvdpWoaJEyUhbpL2CxKV/HMdjMpkwGAy4dOkSEGZVCyLe3d2l3W5HZnwc6YqPSASrSlPJ82UnMGmT+CJUsKFadyJYJ5NJhPRF4avWg2wyYxjhfqOqxTkajchkMhH6j1ucZ81Xtf/jczN8j3m78TBNcL0ZhUIWP5jR7XYolnLMJiG1Ohk7jEYTDN2iUChxVDvkxsee5L33bnL58hX29nbmGcceqXQSw9D42NNPoesafU0jX87RG7Wotw8w+haZXIled0yj2Sbp+2SyGTwvyWg4xbI12p069UYGw9Bxp+E+x8VCARONLn2Wqwv0Oz2qxRLj4SSiGbvtznzMwrpR7sxH1010DMqlhdBqCQK67R6jwRjbNkknM9Q7A2CMN9Ooj1r8VetVZhOXhJ0lcG3GjoNtpRkM5nPC1Oh0etSOmzjujI1zGxiWTTqZwnNcgpnHufVF+t0e48EYyzDRdfAsn1Q6Ta5QQDNCwNlptZiOJzTHH0zW+7DjcaJuNOCLwK0gCH5D+eorwC8A/8P89/+hfP73NE37F4RO2O534+cBDB+WJyZWIolhJ9F0EyeA3nhIMAWteDpEEIhSmdfX109t5QZEJvypZ8ToGjWpR0U3ZyEtuadqJei6HqFC9dnxZ8YFu4rKVPQubVOjIoQ2kvurNI7QF2q9EnURq+F/6vuoik4Eo0oH9Pv9qNiZqgzE/zEahaVW5ZC2qsLEMIwoY1feUUIcVeEb7x9V+Amajys0dYyEG49bNKK4VQpCnKgyhuKfmM1CR5jjOJw/f55SqXQqVDFeMkAUldA9yWSSUqkUnZNKpSgUCtEYqM50dWxVulAsh3hIo6rAVOpL7t3r9fA8j52dHY6Pj6MghVKpxPLyMgcHB6fKSsR9JfFDfU+1rHIEhJjvk+s7WJbBeDJjb3+Hy5cvki+EllSrMcT3NVIpi2RSQ9dM+oMuKytrFPIlesM6iUSCYqHKN77xDWzb5olrVzENi1/4hV/gH/7D/57FJ1LU20fYSR3NAN3S6PTa+L7J8uoSk3oD2zJJ2DqlwjKlYpFWq4E7m+HgUS4UAWg3moyHI6qVBY4Pawx6g9A/ldLpddoRILQsi35/jKFbgE7gh2UVOp0euh4qtNFogGmGexcMh0NKhRL9fp+BM0IPdEbTMZaRJHB1Zr5DJp1j6ni4TljW2ceHwMR1fEzLxtAtqstF8APcmcOkP6JWq2FrFvgBhq7R7fRIlpMsLS0xmIwpVcrhBjwzh26zzcrS0pnjeNbxOIj+JeDngXc0TXtz/tk/IBTw/0rTtF8EdoCfnn/3R4ShlfcJwyv/s+/1AMs0yOcShDVHJvTGY8aazywR4NsGuHqUBi8LOplMMplMaDQaUUlWEYxSTlY16+Ek6kYOWTTqOWehShUBqck4H+acVR2C6rWqkgFOmesqgo0j+LiSkjr50pYgOB37Loe8S1zZqPy1pp3sk6nrOoVC4ZSlIkpQFIqUjjjruWrxNjlfEKh8Lu83nU6jfhKlIAJYpbDknEQi8YHN2s+q8yK0kspxq3VzNE2LuGvDMEhnEpTKoWIzLY3+oMPS0lJYf342o16vRzVFpH2TySSyal588UVqtRqZTIb79++zvLwctU0UjGoBxOk6VQCrY3XW9/F5IvdaWlqiXC5zeHjI9vY25XKZa9euce/ePfb29vjRH/1RXnnllXk46Wmfh8xpaac69+LWlOtOMEwdzdeZTmck7CyD/pQH92rRdoCGoe4rEOC4U0wTisVw4/pSfoH6UYNq1ef27Tf44R/+QUxdw5l5PHvjJdaXnqRQ7HFw+IhGp87UCxPrDCPNdDZjNpmyUjwfhnNmbaoLRbYfPuTc5U1cL2A0mrK0UmFvb4+rT14kaduAT7Oe4vzGi/z1d17jzTffJpvMkU5naBw1WF+vMuxM8LwZlWI5pNoCHc1z8d2AyWiMoZkk9SRWkMFzJow7YwInwA7COZ+yQj+T4w3DTOFJmOFrJnV8K4AgYKGcp1Iskc/maLfbjNs9EnaSQa/HaDTBTiaYOh4kTcboeNkERsLiqH5MKpXi/u07UQVLzTIYe999jwL1eJyom7/kbN4d4D844/wA+LuP3QLACwKG01k0+Wa+h2dq+BrMJg62/cHNEsQ5OpvNIoQpgkulZOLOrLjgjpuycQrlw0xZQZwfho7gdDhmnO5R+XW5r3qNfK/G939YlEz8OhXhSr+oz1DfI+RZT1AucOYmF2pbRZCp9xQLI/6d9J+asSl+BpV6kbFRHYMq7aRaJmeNmXq+XAMnTm6JcgJO7TrlB0YU2ul5Hnfv3o0qXAqfrvZtEATk83nG4zHpdDrM2kwmWVtb4+23347qEIlCVykZ9VDnUDxLVbW45EfdQEalrcTSzGazkf8kk8lw48YN/vRP/5TpdHpq9zSpviltkPFS+/PDqMb4/AEiGuqk2qYdWTtBEJyKTPI8j263S6EYFuMbDPpomjbP/s6j62HJid6kjTPzSCZT6B4MhwNWVhaoH++jGQmGZi/MpA1mTJ0xVsrEx8O2kwyHI3Z2dnjmmWeo1faZjEYsLlZpNBpoXjjHn3jiCdyJx8HBAefPn4/8EbLGptMpM5dTuSMSqTabhTWQPH1ukRugG5BOJ0ELc2MymbAGEFaSdCLcY5cgiDYzNwwjjO4ataIy42L9BcEcYPrzaq6mSdJOoAUw6IVOaS0AUzdCDv8xj49EZqwXBAw1Dcs0MXUDW4Mg8NA0SNom/hkJYLKHp5q6r0ZcqIJeDbMETgk1lceH00Ik7hyUyAn1/uoCkUNdnHHFo54jyFaQvaBOMZ3hhP4RdKieJ4s0Xn1T2qs+Q1V4Uhgs7oxTBW38UIW8GrEhSkWuEwelStXI57IjjghHiUaRMVDr08edj3GfRtzhqY6filZVhGrbNtPpNOK++/1+uCuQ7+P7XWYzh6effgbbTrC/v8/q6mpEA8p9hZPv9/ucP3+eo6MjLMvi8uXL/PEf/3FU7EstWyDO6Dh9o84fySo+i9oTh7Z6iIKW+Si01OXLlwmCgI2NDVzXZXNzk3v37kXJX0IzyT1VOkrG9yyfiGrhyryU+SjWmQhzCS1Ugcn29jaz2YzLVy6wu7PP5tYa/f6Ab33rW/ytlwzOn79IMpnm8z/+Y/yv//IupeIKk1mLdDosweF7DoYZYNvg0idhpcCb0R3WKVZydPtjPAJuPPc0x7Vjbt68SS6XZnt7m3r9iISVjsDhdOqQzmcYDAa0222y2Sw3btwgCAImwzGFQoEH27unxrJcLkd7NYRj5mMYQnm6BIFLLpeO+qZYzBEkwnXZrDdIp9MUsgW0gLBMg26QTiTp9wcYmhZtuu5bzKMHHVLpNJalMRyO5yG+yVOh0apM+17H99665v+DI9A0glSaiW4wACboeJpJEBg449CklP1HR6NRtLn0bDZjc3MTCDs3Hv4Y3X9OMaix8yL44kohTseoizNOs3yYFSA/ghTiQl4Eo+u6pFKpyHSWRXFmHwWnE6PkufKZIEARuCqfm06no12aJLFEqlK6rhtFK4lgUoVN3GeghquqAiv+XLVvpR3yfBFO4pyVvg1R3iAqpKaGKMZpBNXJGBeMqgISHl510iaT4ebS+Xw+RGdzTrxUCreiazabrKys0Ov1IqUmiteyLB4+fMji4mLUbqneKNE87XY7UnTiGxiNRozH4+hv8bNIeKzM68FgwGAwiDKNxaro9Xr0er2oj1qtVrRHsvhWDg8PaTQaUbVT3w+zfiuVChDW5+n3+1HfxeeQOt/V3/J3nFYLgiCiVKV/ZLzq9XqUtCiRSYZh0O32WFxcZjKZUalU+PrXvw6aT71+BJrP888/y/5um9lIxzZzGFisLq3ieQ6pZIJquQTmlM7giGRGZ+IM2D14SLlawLA0Dmq7kfI5ODjg6tWrEbhpNBocHBwwnU65efMmi4uLbGxs8OSTT7I057s1TaPdblMoFKL7jEYj9vdPEuem0yl+4DJzJni+g50w8QOXwbDHdDZG0wM0PSCbzpC0E6TmyHw2mTIYDMik0lHIrgqg1FIn/X6f4XCINwNn4qMHFtORix5YaL6JbaRwp2fLirOOjwSiR9Pozr3glm7gew6WYZJOJMkmEnSG3ShaAk4m42gUhktJOGUQBJEJHufo5W8RRmLGi1BWa9eLOSwT/cSsOv18lTaRI46uVaQkBbxUBSGmmyiXcDeck9h41fkmVI6cp1azU39EgbiuG0VfqMhbOGyxHiQCRiaaUDliwWjaScla3/cjxaBmHEvWssr3yqIQ5Kf2v+/7UVkKGR81SkUteaG+t+ovkP6WfpJ3Ui0oUXSdTieynqJt74KAXLYQ0TqZdI7JZMLC4hKO4zAeTaOx7/V60ZZ35XKZbrfLpUuXorGybZt+v0+lUomU1HA4jBKrJAJGSv5WKhXG4zHNZpPh8KQao8wNKRrWarVO+Z/kHOmL7e3taC6L0hKFvL6+Tq1Wi6JzHMdhd3eXxcVFWq3Wqf0F4GRvgsFgQC6XiwS1fC/BByLsRRCqYysAR75LpVLRJi/j8ZjJOETH0+mIZDJJq9XC932Oj49ZWVkjnU7x2R/4Eb7+7/412ZJGpqAz6feZzqYsLy9TKpbZ239ENptGNyCZtDFsi+Ggi2Wn6fc63Nt/n83NTcRgFVCTy+RxHdD1cC0/ePCAaqnKwcEBw/4oBA6zEITki1V0XY+KCHqeR7PZjMbHNPV5rR8N2zbn+0OEzvlarRbOxcMj/Hk9Gt/zmE490kkL3YOVlRUOGo+oliscHR3RbDXCYoXjGYlEgvFwxPLiEqlEivF4MvdDdhmNxnNnv04ikXxsEfuREPSB7+PNHAJdwzcDdE3Dd8MFoXV8AuuDUTdirna7XZLJJNlsNqIB4lvUiUCVBaBOzDiKF9SuJiWpfHqcG5bjLHSvUggi3OLFy1QLRNCPikrj8duqcy5e8VF9B0GNIoBFiSWTyYgGkHZKJrG6I1O8jSp1IMJYFagqMo9TNqpwFopNaBR5P1VAiDJS2yIKLD6ucZ+A2ifyLNd1SafTFIvFU05g1UkcJkd1+NKXvhQlRDmOwxtvvEG1WuXGjRvUajW+8Y1v8LnPfQ5d1+l0OpHCAk6FkKZSqcjylLardJtw2mJdfWBNxMZbhKzMf9/3KRQKUcSQpp3UHxIr8fDwkHK5zGw2o91uUywWqdVqkbCX0M12u33KoqlUKvR6vVNlLFSHsDqfRcnI+lIzpsWiKhQK9Pv9OQDw8T0YjSZ4XlhN9utf/2P+9t/+GWzbZDQe8hOf/0m++Zd/wnTYYeZMyBUT2IZGp9Fn1HNI2QX67S65fIqEnsbUA6aTGc7Yx3Phk5/8JG+88QaFQpaL589z//5dfN+fWzQDms02yWSSzc1NCtkCnU6Hnh1mRk+G40hhSsiqWCwyJqHS1clkcpFlury8SqfTYWdnL4wqKhbxCfsvnQwr5+48eoQ38+h0ergzj5WtBTrtLqPBkFKhSKlU4s6de/ieRzYdbpPaPu4SBAHjwRQ9MEmYKY4OwnyF1dXVs8TpmcdHQtATgBn4oBn4WsDMmWFoOrZhYJkmM/90/Q5Bf7Ztk8vlIrNZRb+qMBAz+SyhBKfrtMv/cZ4yHoesfhfn5NW2xB1bqgJR26cuJjWsMH69tE+N/lEFokphqPSTmnSlRnn4vk86nT71fHUHKjUbUj5TTXg161K1cgSFyz0F6ceRd5x20TQt2t5PdQSq7Za+EyGu+gdUxar+DoKwumi/34+2FBQaazgccu3aNX7t136NH/qhH6JYDCtXDgYD6vU63W6XTCbDk08+yeHhIZ1OhyAIuHjxYiQUxAqSzFnhdKVNItBlzMSpJ/6C+PuKIlATsdR5IFSX9JdKn+RyuWhTGuHuS6VSFHrZarVYXFykXq9zcHDA2toaCwsL0a5FvV7vlKV0VhauOh9VIJBI2KcUVD6fj0CHCMjJ5GS3tH6/y9e+9jUuXrxIs9nk5ru3+Kmf+XnOrW/waH9IKhk6HQ09RTqhEwQaCb+Eqxv444BMOsN4vjGJYdvMhj1eeeUVnn/+eba375/w61OPTrtLs9GlUChRKVRptVqsLq3SbDbp9Xph/3lh3w/nW46KAhMAI8mFrhPgudNofFwnrJdkGgkIDHTNImGH9Fl2Xma8lA+DRhKWzaVLl3Dps1it4s5mTMYzcukM5YKAEcikUow6swgorK6u0Ww2SZhJNEvj+LD+ePKVj4ig14IA0/cJdAO0AMsyIAgIfA/P9/CD0xtjiPkt3N9sNov+FqGp8u4qspQFo94vLixVB5XcLx6ZcBaCP8tJq6IgWfQqh60KJEGyHxaOJ8+IC+qzfADqZ2fdS9qlWimqEFHfQ32mUDLqYhcfiAhvVbEIQhehpyqQuI9EniEoUf5XHX+iCH3fjzI/1Weqyk3GWYSU0E2qQjcMi+XlVW7dukOvN+B3f/eLfPrTn6ZQKCiON4133303Cm0bj8ccHR3xqU99Ksp6lT4SlKwqIbXwnhzyuZwjlobKi8etANVfpG4Mr4bHGka4dZ/0jeu67O/v83M/93N85StfIZ1Os7u7y+3bt6O+aTQadLtdhsMh+XyeVCrF0tLSB9aE6j9S/SQy/qHCOqnBIzSf9IXrupgGNBoNzl/YoNdrk8/nODjY54tf/CL/+B//Jl/4whfY3dvnc5/7HH/4b5pUl7PUW0ehIPZ8Xnjh4ywmzxHoLsNRh3duvU7CTGPgoOkGs/EETQv3M6hWq4xGI3q9HvlsiUqlQsLOkMnkuLh5iVqtxnQ6jbbj9DwPPzix4iVoQZSUzJ3ZbMZoOFMAZ5LA18lmws2AfC9gOJgyGLVIJpMUckUs06RSWaCQy/Pmm2+Sz+TxzAHFYonBYIBlnuwkBzCdOqd8VLPZjKOjo1MObrHyHuf4SAj6QNdwbQt8CDwfSxC5ORfU/kk2pdACqpNTdXqKcDnLwaoKbnEgniUo1RotKn0jh5wrfLqgVamfrlICKtUi56lWgtxP2qrSE6qwjAtuVXCqsfbyvdw7/m5yrSrQ40pMHImCaEQZqFyuKmBVxahSTkJjWJYVWQ2CUtU6LBLuKDSTmMlC36iIVnajUv0k8q6CiuUd5fp0Ok2r1aLb7Z6K7gEoFDI0m02+7/s+HtYu2d2lVqvhuhNc16VarXJ0dEQ2m+XmzZuk02muXbvGO++8A4RcejKVwTBteqMxlSULx3VxNI1R4DOcjEn4p53lYv5LITWVFlCFqfhIRMnJXBJnXS6XO5UVLgJ+eXk58g/k83m63W60SUez2cQ0TWq1Gul0OnIWC9rf2tpia2uLr371q1y6dClytjqOEzl41Wgy6W9RgJFViYdpGXR7LVZXV5lMPdIZi8loRjJl4vsenufgBw6VSgXTNCmXFhmPZ3jOiMtbl8iYVZ7YfI6nr4VtqB0f8TM/8zNYug2ECu1///Lv882/+kNG/gBvFrBcWaY68Uk7sL+7G9JYU43+rEOxXCJbSgAzbt26RSqVolY7JpcrkLA9NHq0Rh1MM8MscBm5LrlUil4vpIcvX9jkrTfe5Nlnb/Dyy2+F7w/M8NDNAM3wmPkudsqm3m2QTibQLR/HHxIEOmOnhdPvcu5Cid5sH4Y5nr1xleO9Jt7MoXPcYtwf4boe3tTn4dEuxXIxlIlz+rPdbhNoYCUT+MbjlVKHj4igF2EtRxyNi3BXwwKlOqVcq/LFKnUjAksmJZyOj1XRpJwv18SFvCBLuU4KSEmcsFpfRt5LpRoe5xAFAR+sJij/x01oUWDy2VlKSVUuqjNWvX/8M5V+UvtPBK+6oYdEDUj/G0ZYd0acz7PZLKopA3wA4YtigJN6PCLkVQtBVb7qe8s4yXnqeMjeBMlk8hRSHo1GDAY9isUir776Kk888QSFQoFKpYJlWbz22mvs7++zvr7O/v4+uVyOK1eu8IlPfIJXX301Gmdx3EsEjGotua6LhRaVR4j7FiLTXynTIOMk9I38LWMCJ6UwRBHn83kODw8pFAocHx+zuroa0VWWZVGr1VheXsa2bXZ2dqhWq3Q6HVzX5TOf+Qzr6+vs7e3h+z47OzsRZaFaSmoJCHVtxKnOUKGdthRFmcnc6Pf7JFNJdM3Etg3q9Tq/9Vv/lC984e9w5fIT9IcDPvWpf5/rTz3JcaPBYDBA001uvnuLZr3BZOKwv7/P1GkzGAxIZ5M4M4/JGN5//302NjYi2si2bXQ77IOFhQU8wsSqSqVEs9mkWl3j1Vdfh0BjaWURZzpjc2WZ1/7mVVZXlzE02Dp/Di2A5557jkePHp3UetLmpZtnLoYVlolIZcPt/wxCOkcibDRNw9INMpk8rjMln1nnnXduRpbQZDplMpkSBBqWnSKjh/NKNw2yyTQ7e3uga9jWSR2jxz0+MoJenB6q8I3z66pAVxe5itrlf1EC8XhxQXTxuOSznLNxJBvnyYV7VNG7qlRUakJdDN/tEGWiCvm44FX/j8d5q/y8Steo7RcUKEpSVSzSf/J/nPdWFYZKsQhHrFb7FIQtykW1JOQ9VatM9TGoijdOEYlFIQIwbg3J/JhMJqecwyotIrtKpVJJ7ty5w2/+5m/S6/WirSdXVlbY2dnh85//fGR97O3tUSwW2dnZoVAIt68URa/rehRamcllI+HtOA4pyz7ll5D3k5BhONnERMZbkL/8fNh8kPt2u93Ib5HNZjk4OIj62Pd9er1elL1bKIQOyOvXr+M4Dvfu3eP27dvRM2zbZmFhIRr7uAUnc03mgcxbVQmr7QPI58PM2KHj4Xk+zWaTy1fOM5mM2NraYjbzePPNN/npn/5ZPA/yuRLl0gJ3bt9naXWFYjGBnUgznUzngCF0pj7cGc4VbVjQzTRyPPX0x6JEsXNbmxzPs+d93yeRSLC3t0elsMyt2++SzxfB9Lh0dQvP88hm8zSbTWzb5IUXngstQ9skk8nwxquvgR+wsLCAHzSjuWxZJo43m1uPmfl+Cinc2ZTNc5dZWlrAc11cd0btYI+lhSXeeedtstYa5UKVaqnMcf0Q34dkOkDXTAwjQbvVYTwdksvlSGaSWLZBoBEyHR5Uq2VqvaPvKVPgIyLodT3c5EFd9KqgV0Ml5XM1OkUoEZmYZyF6OF2TRo0KiWtGMY/je2rGhaqcI44lVaCroYdyPI6glwUv29qpPJyKmuR/WYiqFaEqI5XbFTpEVXwqfaUKYBWxqVmZ6m5PcqiCScLqpOSv6vAWa0HlzeVvySKV56hKR7W4ptNppEyk31XaTiwKaYtwmVKrp1gsnqJ6ut02y8vLTKdTrl69ysLCQuSM/P3f//2QYy0U+PM//3MuXrxILpfj1q1bEX3Y7/c5t3meO3fuRGWXVW5d0Kz0mxpvLty8UFfqOwtil3vJ+8VRv3wvCnBpaSlyGgpAGo1GFItFDg4OeOqpp9jd3Y3G13EcVldXo+uFJxYgJMBI5tlZfiMBYyHFc1J3SuZi6PytUqlU0Aijb7q9Hp4bMBiM2Ns7CCOWnAmNZo3FyjrZfI6nnnqGv/jmN8MNxw0Dxwmw7TSuM6Hd7nFwcEC7047mbi6Xw5mZjCZDHj58yCc+8Ql6vR6lchidVK2U0HSdrXMb4OiguVSqORJJjVTWwnEg0KdUl/Lcu7fD2soqFy9dQQvgm9/8JgCLi4ssLS1RKi/S7Xbn20yG9KA7rwGk62EZlkBCeedhzsNeH803effd97hy8SqNoxHNR3WWVxZIpjOkshmOasc4no/rzxi7U7LJJIYdyqHl1RVanU64/7UGk9njc/QfiYQpEe6WZUWhd7ZthynAtn1qNyL5kUkmP6pnXFUI8R9RDuq59CX6JwAAIABJREFUquCD03HyKlKGk/o06kQW3lkVwPJeKgJ/nEPoKbnv9zpUIa5+pn4nQiW+QAVVquNwFqcv91ItChHugvplXMTBLfcXRaoKefV/9TnxflMFmyo0Vb+AGuGh+iXk2cCpHIzBYMBwOARO6gg9ePCA69evR7Hw4lMQv4uMbbfbjThrIBKOvu/z2muv0W63oz6Jc+3Sh+r36nup16jvJj8qP3/W/yoouX//Pt/61rdOObKl/tPm5ia6rkf196Wss1ioQvXIRjAqRXTWelLnjUo7yveSzyGKTNM0PN+J6LTxKExIEkV87969KJO7XC5H1Ifs6iU0oK7r0a5gruvS7/eZzWZkMhkSiQSLi4tMXQfdMiOHsKZpzKZTkokEjjPF80LBvLaximUZjCZD9g/3mLlTqtUyKytLHB4ecPPmu6yuripVWF2Wl5cpl8tR6elyuRhtP+m6Do4TttGZhhZf4HoUcvkwWc9Os/Noj4ODAyzLivZJCIKAqTtlNpuAAYl0AitpYZo6XuCSTNokkhb5Yo5yuRiWXXjM4yOB6EUbq9SLfK46+tSwPpWWiXPscg8xQ1UhF+e95TMVecaFnSBZiZNWaSE5BLEJyhQUpiJqEY4qyleFoSAxuQec1LiRxSSTXBWMgnDFyScCPC54P6xN0gbhYOW9ZJGrvgm1IqX0q7y3UGtyf2lLnH6ReG95f0HqIqgF3YtgV60oNb5eRe9xC0yoFOGZ5X5CJ3W7koQXbhc3GAyiqpMiPENnZpFWqxUJnd3dXV566SXu3bsXpcg3Gg0g3PQjCAI0TgrHTadT0slUFFUjCrzVap1ySocVFPssLS2Fuyvpp0NuVaUtYy0KTCwCiZYJwxb7+L4fCcNHjx6xtrbGK6+8EnH6UhhQ2iolpSXaSOZ+JKAVK07m7Hg8PtVnk8mEbDargIDwuuFwSKlUwnEnjMcjcrk87XaP9fVzuO6MyXREqVTg7t1b3Li2T66QJ5/Pcu7cObZ3HrGyskIQBNH2oRIokE6n6Y9tUlaeyXgWVoDMpumOeozfH0eg8NzaOtPREGcy5tzaKrlUPqLj0tk0N555ktv37lJxKvQHXaYzh/2DXVzXpXZ0wMb6ZmRp9ft93n/47XDO+g5JK6Qwl5YW6HTbZNNhfL3mOly6sEWz2WbiT8DQ8R2fhJWiuFAkk5gxcUaYJjSaR+QKWRJpC5wA09JYzFfwBlOshE02m6HRblFdrOB6HplcGGDwuMdHCtEnEolos2hxvsrnKqIXxC8CSYSQLCRx1gq9o3L6IlDjikN19qkL68O4R7lGRWhx0/q7ISBVkYgglHhqFSHHeVvpExGswpNLf4hAk/sLuhU+WEWK0lbVyok7j0VYyXnSX2ob1bGStoggEiWhInp5FxHyIohVJK/2dZyuEKEutXKEXhDlIspIygfIkcvlorGqVqsUCgUWFxdZW1ujXq+zt7cHhJE9rVYrygAejUY8/fTTrKyskE6n+drXvkahUIiiXEwzRI2DwYBerxfx9jI3VCpHfiSzWc5rt9u8+OKLjEajqL0yLoK4pR9d1412U5N+7vV6UZRNq9U6RfUUi0W+9a1vsbS0xPb29gmaHo/DkMNEIqpNo1q+arE7WVPqVoeCvNX2ynjL+hIQIgK6XC5SLBbDwnEeeC64ro/nBoxGQ95863V0w8c0wfMcnn/haTTdYzjq4nlTLCucH+12m+FwGCUnZTKhA7RYLKIZkEwn0E0N0zbIZFJ4voMzm1DIZ2nUj3hw7yGzmctnPvNDuJ7PW+++w/vb2+zX9vF1DdM0qNdr1OtHVKtlisUiug7tdpd6vY6mhVtN2rZJu92m0Tym3jgOAxMCl+2HDzg+rPHmm2+yvrrG8uIS+zt7WEaC2czluNYkwGU6GWDZOi++9HGefv4p7IxGrpggMGb0xi3G0zD3Q7dMJrMp2w8fsre3x87+Ho32/88EPZwgcFnoqVQqEigixFTeXb6zLCsKuxSFACfCWI0xVtGJajLD6c1FZMLC6eQkmbzSVlUwqrSG6gyOC3ggirWOO03FDFUzV9WqkCoKVq0UCNPfBSGqC07eU8JT4+98lvNYvrdtm3Q6HS2iOOJW+3A8HkfOUUHsar+pkSjqeKhJVWqFQNd1o3EVpSoUXtwnIOMm/SfnSKSNPFvQmNTTkfasr69jGAb7+/sMBoNT4ykZouNxWFc8m82yurpKKpWi3+/T7/ejLGGpeqkKZJXXln5VK5AKwi+Xy+i6zvb2duSnEWevKAbV8Sm8ufwvkSyWZdFqtWi1WtTrdXK5HL1ej+vXr3N4eMjm5iau65LP58OyAPNSBzJmKgevOmIlykp1qAvQUGk2VdCLtSWAazqdMhj2GI+HTCYT2u0uum5G4+26Ls899wyeN+PgcBfdCMhkk+RyaQwDAlzuP7gTJYglk0mGwyFHR0ccHBzQ7XYByJeKXL16lc3zW1Qqleidstkslm5QLhRZXl7lYP+Yf/Ovv8JwOGZtfYNPfN+L9AZ9RpMxaC4XLm6xtLQYvYess+OjBq1W+BNm5tv4fugQH4+HtFotTFNnZWWJpJ3g5s2b7Gw/ZH3tHDffvcV0PGM0nJBKmkynI3L5BDu7D9Atj489fY1nP/4xNraWGbtdipUShm0ymU3wPJeV1WU2L2yxuXmO1dWVx5avHwnqRhC9TDRJj5cwQJWmkEMEmgyiXGOaZlTfXOXvVboiHpUjCEWlM0SYqZNWjUBRFY6KTlXaKc6JyyEC1/O8iMOUa6T0supclEUejx6Bk5BClXMXZacWSVMXcNz5LPdXN9yWa1Q0LkJU0LOq9CaTyalt9eRc+VxVPKpVJdSQWj4XiJC5OLmlH8SagXDRpdPpSABJ/8vuQUKHdDod4CS0dDQa0e12KZfLTCYj1tbWsCwrQoa+74db0E0mpNNZMpkMBwcHbG5uUq/XefjwIdevX+f8+fMsLi4SBEG0obg6X6MQSeN0nRrpr+FwGHHiAF/60peisZ1OwwJYEh4oNXXUMEUphKZWbx0Oh9RqtWhtCLVy586diD6RPpHqr51Oh3Q6HVEuMkaqdSQCP+5niPPvQqmcrCtnbnWENWPOnVtnf++Ifn9EImFw9+5dLl3eolbrsrhc4M03XydwE/zET/4k6+urJBJJAjz+z69+Fdf3WFtb4+LWJZrNcJvAc1vVMEdD8ykWTGbTcN0ZtkVK00gnU5QKRbrtMAwzlw4jj86de5orV54gU8zSG7T5m7/5G6auQzZXQDMMms0G7syhWKjSaXUYjk78BJlMhotXtpjNQqpoZX2F48YxM3fK0tIS996/B8D7Dx7guQGb65skEklGwyErKyu0mh1Ao9E84Pv/vReZuSPW11fZ23uEZuv0Bn06vQG5QobxcMz58+fZO9jn6aefBl2j0WqRz+epHT9exA18hBC9oGURIjJ5RcCqjlNZ+IKahOcUBKkKBzViR+4PJ84/QZRChYjCUVGmihZVB5j8L88RdCbniBBWHYiqQrMsKzJpZbEIglOFnig14EylIqhcKC+xCtQFK9aPylnLe6iWidwPTlCtoEvh+1XOVtoORNSQnKc6lkVZqOMi/R4EQVQTRkxiGSMZF3kvCUeU91WLpqk0lmxGI6a9KInRaBRZjJqmUakWeerGNVLpBOVKcT4PLTwvIJsNKYalpSU2Njai6pJSC0cqqDZ7LXrjPoHmkytkmUxG3Lp1E2cyRg98Jq6DE/gEGjiei26GceOiLH3XYzAYRJSGzI3hcBj1k+obkfGRhCsRQCLYZd6JEhFq6XOf+1xEe0gf9no91tbWor6TdaIqcpUSU0GFSovKHHNd0DSD6cTDMsNyAKBhmjau6+M4MwwzIJWySaZMZs4I0wwBzmg4pVRcoj+qk0pbdLt9XEfnRz7zeZJGkpRukTI0Ai+FoSdYWCziB2MmY5d+16HT6WAnPGw9zcHOMft7R3S6fTwtoLBQJruQx036ZJfztEe7GMkJjcZD0kkDywtYK1aY1jt4jSGffOF5nNmEwaDJylqZqdNi83KF9Us5nnxhlbXrORYuJbj8/CrpqsWFa5ucv7JFd9Tm/KU1khmdlJmnkKkyGvh0WlO63SmFYgXd1skUkly78SS1Rp2uM+Rw2CK3ukBnNiVRKLG+eRHXtbn61BYLq3nyJRsrGdAfNElYGs36IdXi4+8Z+5ER9Cp/GadIgFM8sOrwU2kc9UcOFU2r1RJVVKya2/DBbFI5VIeiCH8V3ahKQuXvpR2iCORatU65CDk1nlquk/cXxK8qrnj0SiQ85vdXuVppjygElV5SU/RVSkCQvChecchKP8kh1/t+mPYeL4UsDldRwio9pVJN6nXyPmp7VD+IvE/cYnIcJ6Ijjo+P6XQ6UW0ZmSvCN7fbYXil0FOu69LtdplMJnzhC1+ICubl8/nIYun3+3S73WgezmYzdnd3o7BEydNIJBLhZuOGgSm+jwDc2QkCNk0T0z7JDZDxVf0iZ0WRCZWVyWQiCxHg5ZdfjvpZxl/GQ9M0Dg8PSaVSUSXOW7du8eyzz3L+/PlT/SljqVqE8UQ29TyxOITGEipRpTld16XX65NMpk+tyeFwOA9rHWAYJtOpw/3796nVahiGhq7D9evX50EKXpQsJM7IkCu3qVQqoaO7XgNvgqUHeM6Eo4M9Os1jSrkcS9UKhWwGO2FgWhq5XIbRaECpVGI8HlMsVrhx42myqTTZVJrA9XAmUxpHx/Q7XZ792NMMuj3u3XzAuDslqWc4fHTEoD2hlK3iT6Fx0GFz9TyGeXr3toODA3Z2dsIonUoRz3M5t7keVTL98z/7C5aqS+TSWcbDCefWNxj0+9x67z1M3UJHR0djOpmQy2bJZ0+29Pxex+PsGbsB/G/AMuADvxMEwT/RNO2/A/4LQCrr/IMgCP5ofs1/A/wi4AH/ZRAEX/8ezzglaNRDJpjqHJUoAxUZxgW+er3v+xFPKIJLFInK3cc587iwj/8fVy6CZoFTAyzCLO4PUHlrWczqfVXuXoScGq8fv06lXcSUjzuIVUpKpRokokB1zsp9VEtKVU5q++V8cZAKQpfxU60r1d8hZr4axijnyX0FPYqDVSKfVMtDrBR1XIVDFktJVcbuPLY5nU5HpXl1PaxIubCwxHe+8x2Oj0OOe3FxkXQ6zcOHD6M+2N7e5lOf+hRXr17l3du3SNoJhv1BpGglwmkymaA5SjG3wD81XqpjXPpSrDH5X7VWVSChImlxCt+8eTMKYCiXy/ONNkL+vVarUalUmE6nnD9/nlqtRiqViqyis/xGMgfOoiHjTnLgVD9LmyfTUXS/0WhEtbqI5/UxdAs7neTwsMazzz5Drx8q5Hw+x1tvvcXiwiqDYQ/btvnxH/9x3nnnbRaqS1GEUTKZpN/vAydRTpqmkU7omKaNZRnzxDmDZrPOdNQLo40si+xCluOjxrz/THLZEvl8AUNPcPvWfQatOpVKhclkCokkzz/9DMfHx7SO6wy7PdK5KkwNDNPm/OoFJhOXm6/dxrIN0laG9mHolPfcgINODw2dpaUl+oMejhMWvUNzOKrXaHQb2Nkkly9eZefhHtlsloXKMq+8/B22VtfJZkJ/yvLyMoZh4TqhVdbvd86UmWcdj8PRu8B/HQTB65qm5YDXNE37k/l3/0sQBP+TerKmadeB/xh4ElgF/p2maVeCIPD4kEN1VqkOSPluMplE0TjCX6qKQaVGZKKqwlQcq2oNdRFgKrpXF5JQQuoRj7dXJ7q0WxC7cMEiJONIVJSCICQRWrJwBbXJuSI0ZQs7QXziVFORl7yLlCCQz2LjFLVNBIEaFy/tFCtChK1sVac6E4FIoAiVoI6pCFpRylKnXKI2fP+kQJnKCatIFYioF6H3ZB6oGdNq7Rfx1wiNIdaCKiA7nXrkWC0UCtTrdZaXV+l2u7z++utcunQB3/ep1Wo0m02KxSKVSoV2ux1ZL9PxmHQyGbVtNBye8lNo03lxs3kV1tFkgm6eOJFd3wP/pD9FmaoBAdL/MsbxaChRXIVCAdu2o5hyz/MolUoA3Lp1K0Kue3t7kbJ45ZVXIuduXHnG16isJ1kjJ5SNO89+9k5RnrZtMxoPImAxHs/IZQv0MxOmEwffh8DXuHPnLprmk06PqVY13nvvNn/n5/5Tms1jtrYusLi4iOt6eB7ohk4mm+bcuXPUm9sc1dukMwaTSUh1pW2D2WxKgIlpapTzGfzZmGKxyO68/k2yFOD5DgQmQQCOO+XwsIauh1mtldwmxWKRO3fuRPsJJJPJyJ8x7c9YqayyuX6eO7e3Odo9wp/6lEpV7j+4Mz8/QTqVI5dzw7FwfQJ8NjZWODw84MKVDcadMdXKIkbaIpFKUTt4QPu4w6O7u6xUl2k12kwnM9bW1rh35z7TaRjs0Ki3IorzcY7H2TP2EDic/93XNO0WsPZdLvk88C+CIJgC25qm3Qc+Abz8YReoCDIuTOEkA1IEoErxaHPvuyCpeTs/wCPKfVQaQyZtnKqJo2SVW1adpCoHL/dU+XvgA8Jc3lM+Uykblf6QZ4tgVy0EIELrIhRUxCXF1QaDAa7rRg5GuacoGZVWkXbG0aZQSTIGElkifSD0gPwWpVEsFun3+6f4XulrcTjHHeNAxK0L/aFSXjKW4sCOzwf1RwSh0BblcplsNkutVova0+/3I6emaYbRWxcuXKDVanH37l3a7XYk1CTufTAY8Mwzz2AYBjs7O9TrdV566aWonLGu65GTNAIV81ho3/dxA5+pM8MJ5rkL7nxeByEqln0Vms0m5XI5UoIROp7XDpJEG1Fq8jzZqzWXy/HgwQMGgwEbGxvcuXOHhw8f8tnPfpa9vT2GwyGXLl3ivffe49y5c6dAUNyaU8GGWGGpVAo4vRmJCP4gOAFZxWIRx53S63XnzzDY3z/EMpM0B91oThzV6rz0t17k0aPtaN781ct/ybVr11hcXCSRSPG5/+hHwvwH98T/o2na3NkfMBo7jMdjnrh0MdodLCwxnSOdzjIcjlldPUej0aDT6bG+vs79ew+5fPkqjx7usbq2TDqV5e7de1QWVkikUly9do1ms0kynWZtYyPy+zy4s4frzfjGN/6cTLrI0tISBwcH9Prd+SYzsLBQIZnM8OjhPv2+i2naVCol6o0jBoMub719zPkLl9ASCUwrwbA3Ybm6gm1aHB8c4EymVIplms0m7997n2QyzaVLl2hMWyxWFjg+Pv5QIfwBGfrYZ4aDuQU8C/w18BLw9zRN+0+AVwlRf5tQCXxHuWyPMxSDpmm/DPwycCqUUoSdKmBlMshkFyGnXiMJKULtCNpRQ7HkviJsZIKqpqhQCRKpo34vSErQoggfOV+lgYAoJlquFwGmKgFpnyq05Bpd1yPuWBzOUjNGBLSYrGpOgQiAdDp9SrkImpZ3E2EpKLrVap0SyGplTjl0/aRGt+rsFUQvNUVkoanWjNA6QqWpyU4S9SMWhjonpN3SL0LdyBiqlpV8PplM6Ha77OzssLS0xM7ODqVSKdpkQ/j00XjA6uoqtdoRyWSSQX9IuVylWq1y9+59hsMhnU6H8XjM0tISo9GImzdv8qu/+qv83u/9Hq+++iqNf/bPMIww6U9i4vP5fFTd1J7NSzx7HoEGI2dKKpOhPxxgJWzGk8m82FUGwzgpX9DpdKhWq6esMrFQJKlJas6nUqmofo9afuPixYsRuh4Oh1ExM1Eeojw7nU5Uj0YdExUAiVUm8zdOOfm+PwcZYenfVutkr+JKpTKnWrrR3MpkcmiaxnDYp1qtRuNo6BaNxjFf/epXuHLlEtPZmEw6x8/+7M/yT/7Jb5Er5tH1gMFgcCpPIpvNMhwO2TvYnyv3KnYyRaPZptlsh1UqE1NsO0WumOXmu/eoVCpsb2+zsLBAEAQc1Xa5eGmd8Qga3TYbGxv4Rig/OsNwLwNtoBEYYYjq9eIVOu0RBBpXrl8kCDwevH+fTCakGDudHpVKCc8T6lSnUMiTStm4Ro9UNkWj3aNYTpEw0zjTMZ16F8uwOLeyzp279+chv/o8uc2idniE67oUi0WgERetZx6PLeg1TcsCXwb+fhAEPU3Tfhv4dSCY//6fgf8cOCvf/wNFXoIg+B3gdwCKxWKg0i2qya+idBnUszhsmZAqzw0frLeufhenUWRyw+m6OKoDTNqlKiKVapFnyqSHk63MVHSk9MMpIa8qCvlMwgdFqAr/DJxajKrAnM1m0Q45qlVzFo0j29yJs1qN+JF3F2QuQlYUjLyrmskrykt4+LN8HqI0434TGac42hdlKv2sKjB1TON+jo2NDQqF0Gk1GAyiZC6xpqTOy+7uLpcuXaKQL0VI0HEcFhYWaDabc9RvRklRQtP82I/9GBBGHK2srOA4Do8ePaJcLtPv92m329x55Q0AppoDhg6WwcLiIh9bfRrHc8NwvqNjnn322UixXL58mZdffpnv//7v54033mBlZSUK4ZxOp+zt7XHx4sUoasvzvDBZaP7+7Xabzc3NSFF4nke9Xo+KnmUyGTKZTJR4po5L/G+5p1Be8resH3XthXSlVKMNqS0/cHFdJwpznUwcAv9kO8zpdIxtm7z//jau65BMhpFOjx49Ip1O4TjT+Vw/qX6pG0EUXRa2wSCVSlOpVHj4/vuh4vDAtpIMBkeATuCDoZuUSwuM/RnnNjbpdNvkcjmOj2vRu+zuvY/jhvTk4soyqWyGcrmMe3REfzSkWCyyvLCI67q0mj2y+RSOE9Dv9wkCj0BzsVMGuWSBbmeIM/OB0Mptt5v4gUMiGfqlhqMwr8PxdHTNAj9MgPOmE+r1OgQByUSCwNcAHd/1yKTSYcLbcMLjHo8l6DVNswiF/B8EQfCH80lwpHz/u8BX5//uARvK5evAwfdsyHwARVipaFqQnghSKfYlSkAtl6sKDaFHRECogj7uEFX5aVXoxhG/yl+rnwsfq4b5CTUiVoBQFqoAl/cWmkStwS7Pk3okYsmolI/cW9ojwkgoDukD1f8R7ihvR+8ifSnIT0XKcm1c0Ui/yz2kXrn0oRyCRiXeXZSqJCCplJIIcLF6ZMzEPBcn33A4JJ1Onyr9K0ohTulIPXYRkJLNKn2Yy+WYTqc89dRTFAoFXv2bVzl3butUgkyIOsNNOYRO6XQ6ka/i+WefYzgcRgLz+hPXomfdvHmTgh+i4JEzxTBNXC2gWK3wH372M7S7HbYuXOBPv/5vuXHjBqZp0mw2WV1dZX19nWeffZYgCLhw4UIULmkYBu+99x5PPfVURLm5rkupVIqUda1W46tf/Sqz2YylpaWodk273cY0w2JsUm1Tro8reHUcZbxVcKXuRHbiLLfxPCdK9ppMJiRTJ5ZhuMaDOZ2Sp9loz/0sCfr9NhcunKfVarOwWGQ6HbGz+5BOp0u5tAyBxcdf+CQ379whlT6xHB3P4fDwmHTGpFgssrS2HipAJ5xra5vnIdAZDEaYVoK/+PZ3ePb55xkMx2jo7O7ucuXKBaazMYeH+9z42HVa/TDCrz8Pcb3z/n1yuRyZYp56p8WwH+7lG/g6/d6Uer2Jhk4ylaBYzWBYoUwpFAoMB5MoNDiRSNBodnA9g2wyBC8rKyvUGwNq9RqFTJpqucqo36bdaKKbFtXKIsfHx1iWyfLSCm+9+fa8/9Ls8v9S9UotlGZfBG4FQfAbyucrc/4e4CeAd+d/fwX455qm/QahM/Yy8MrjNEYWl3CQYuoLilRNeTXGV4RFPItPUJ1MMLm3CEQJQws985Moy1bN+hR6RUxkcTBJpINqXUhIm0pBqGhY/heBK9u8yfUSWif0jCoIQ0fWSe0Ola6QNojCUIW2KAvpR+lXlfdV+0eN+4eTuGp5V+l7tVyDyqMLNSTniGASqktVXhKZo/Lu0l+DweCUhSECRUpDC5ITTl8UkryXPFPGrFqthnVQlDBRy7JYXTlPLlvl9df+gqXFDRYWVqjXmwyH4yiRrNvtsrW1heu63Lx5k1/8xV/kvffeY2tri36/z607tyOhl81mSSQSUYy7YRiUL26c0BIKOPn2t79NEATcuvkeQRDw+uuvR+967949giBge3sbTdOi/+UnkUhw+/btU4l+oiQGgwHpdJp8Ph8p/Y2NDe7fv8+Xv/xlFhYWGA6H9Ho9Wq0WhUIhmmvquMu4irKVtsdzIFQr0XGmCqhI4ro+tpWeZ61q+F74jHY73ADFtHz8QGM2m2AaNs4sjMzxvTKlUpV//gf/kl/5lV+h02mRSmV57vmnaNSPGI1nJKwy97aPqK6CnnTQEza9/pQ0FuXKArt7D5jMPDxvytrqKgRTMmmbn/j8p7lzsANJh1KhRLaaYWF1jdFoxHG7x26tgzNJsb+/z/Xr1xn0BrjTALuYot8ZUS0t0dmvk0ikKJVzlPMTClkLXTc4v3WR119/m2KhTOCPuXXzLuc2LtNujxmNwqCSlZVVDg/3sCZ5sqkVSqUSo+4d0ivL4VaVuo7reoxmAcxmHB6/Tz6TI2laDIdjlhdWabVadMaPH3XzOHH0LwE/D/ygpmlvzn9+GPgfNU17R9O0t4EfAP4rgCAIbgL/CngP+L+Avxt8l4ib+TUfyP4UISQCTOWO4XTYoorQ5X7xa1Tnq1AQanSALFA5T9CwSidJ5I88R/5W4+/hhOtX0abcI46AxRpQ08sFcUpyjtAiIljVEEIRviLIhccX1CbvqVouguBV2kt1IEspCUEhqvUk5rJqQYnikr6Xd5IKpNInwuX7frhR81kcu8yDeOletbaK0GwqupTIGrmH6hx2XTdCyaZpksvlSCQSdLtdbtx4EseZ8sQTV5hMRmjzrSxt28S2Q0EWhtmFyL5er4fOw6Mjut1uZImYpkk+n4+oIcn7EMUtP5ILInHsqnIP6+OnTs09FUicdai0pGmaUQ0eyUpOpVK0Wq0o4Wt3d5cXX3wxyiouFos0Gg2eeOKJSGHGlX38OAtknPUjYMd1XQqFAqVSKYqSEl9Kp9OJ/Gmy9j/kAAAgAElEQVRikclc2tjYiNbS/v4+2UwW13X55Cc/SRD4FIpFbNsO4+l1ndFoHK2fcAP0ZS5cuMD160/heWFhtUajQa1WI5PJRUlciUSC/f196vUmphk+u9fr8cwzz0QO7WKxyL1796IN4WXj94cPd9h5tMfS0jKDwYBa7TiqkKrrOhcuXGA2C2sLra2tAD6PHoVhusl0gnduvs29B3cZjPr0hz00A47qNQqlPIVSnmTKplgsUiqHe8nevXsXCB30j1PdVo7Hibr5S87m3f/ou1zzj4B/9LiNkDhqlQMXVB7niOf3P2VWxs1H+VE5b1k4gnoFqcvfKg+padopWkUQurRH5Y3VSS9p/KpT9Yy+AU4En1AbQj/JodYyUTnuOI8v760icxHYskG1Wg5C0LD0t0o/qYpI7TOVSpH4aJWHV68RJSOo7qzUebXv4uMr7yc0l5j8oozVTNxMJhMpQtVKElpHQkFbrVZUwyaTyXB8fBwpf+HipYBZo9HAcRx+6Zd+id/+7d+OFLL4O8SZGU8asiwrCnVVrSXxz6jWZ1yA+74fOWLFYpLxjM+j+NirFqphGBHNJ3x4fAxEGYjjNZsNK0S+8MIL3Lt3L7pGVS4qqo8jeHXNqmtQBRbtdjvKf/C8E0e+ZVlUKpWQfpn3k2maJFOJKNqo0Whw8+ZNrl55Es8PQUzgwcx1uHf/Drlcjmw5gUcLUzfwHY3A8fB8l16vR22/h6b7pJMpAl/DStrYdpLpzCVwNXRbp9PoYRjhnM4ksmFkWd7DmTgkrSTZVJZ+p0+lWKHb7fL+vfc5t7gajpUJvj/j3r17mKbJ4eEhqyvrJBJJagePmE48tjYvk88XGY3GjCdDDEPjwsUt8ktVMtmw8F6AB1qA407J5tIkkhadbghccvkMrhNSw81mnY8/93H29/f5EBFz5vGRyIyVySyIVUWq8EEHkUwudSGoyF4NBVMjduBkU2pZcCoqlegO4SulPrfw5/J8QZBqgk+cz4QTE1ctsyDoXxym0sZEIhFFyag0hywuNctWPdTFKM8RoSkoV12IstjVyBf5TISTKEDVGlKRnsqfy2eS6aqWhVbPUSkoQWkiEP5v6t40RrLsuvP7vS0iXuwRGRm5Z1Zm7dVLsbvJJptsSqOF5Gig4ZiyPBRkmQI0HkHLYAz4iwHDH2zAAjwfhAFsCfbIMwPQlgB5TEkWNRyNTFJki2r2JrK7WdVV1bXmnhn7vr547/nDi/PyRrBI1gC20bpAoTIjI+K9d++55/zP/yxXUNh8NocoKbmfwWAwE5BXg9xqcBjODnDp9/thTrkgZqE1AuonwsnJEYNBD8+boGk+8XiM3//9/41+P2hdLDRHpVLhF37hF+h2uxQKhZmjLVXFqNZCzHeAVGVNDGssFgsRvfxLJpNhD3nxYmSNZM1kPuX7RXmKlyBgQQDFSy+9hO/7vPPOOywsLNDtdkMK7pVXXpkBSCqgmDcuavxqfm+qcR1N08IcfjFEgual+6YUrInsSZpnrVbDdYMW0q+99hqeF9QyaJqGFTWJRi3KtSqxeJRH+3vcvf+QbqcPBPun3e5ysH9EqVRiNHLCmgpNM4LzdHtjmo0O+3tHDAcOsWiSRDxDJBJnNApk/cGDB6GhsW07BAWmaVKp1KjX65RLQapmYaGIO/FpNFoUi0vcuPEeheIql69dozvsUq6fMpoMicYjbJ3foj/q0+62mHgOjVadZDrBxHNY31xjaaXInbu3MSMGvi9z6ROzowwGA7Z3tqZy8OTq+wOh6NUAnIry1I2k5lrPbyIxEKI8RPmodJCkugm6UZG30Cay8eAsTU9tyDWv0FUFJgZEvluuq8YB5LV5NCSbVe5X0L1aCCTXVVvFapoWtpdtNpshXaByp5KD3+v1wqCiKAZpVyvGTOYOzhC+3KfELoCZuZf3Sl68GBB5HhWdzntQYpxUz0LmSBTWZDIJYzWyzmpvIJkvNUDdaDTCe/T9ICWx3++HMQR5loWFBa5evcrOzk5YPi9KKDg5yOfVV1/l7bffxjRN7t+/H6Y9isETz0iNFcwHNWXNRK6kp5JU7sqaiSzLs6tUo4ASNf4g3ynzJ3IlxWhwFrcCWF5eZjwe8xd/8RdcunQp5OePjo545513wvmTdRT6Ro3ByFC9YNmf6jOL0u/3+2HcRmRQpdvkoBChscRbjMVinJ6e0mg02NvbC+m+yWQCus9PffqnsO0ojXaLaq0WyPPYoVZvcnJSAj/YG8vLq2xubuL7GoNB0Eju8OCY48NTVpc2aNY62NEk5dMq5dMq1VKdymmNvUd7GJpBPBbnws4FyqdlKqUKzXqTYT84qcwwrOk5wlcwzQjdbp9cLsfu7m5QmDYa8cZbb/Jw9wFmxCBi63zohaexEzHuP3xArVYmFrPI5zPkcmksSyeVihONmrz88kusrBSxLIONjTUSCZvhsE9+IRfsdUvHMP+WHQ6uIjxBpPMtDkSpqghRzf4QdKh2+lNRrCAXQcuq+wzMBC9lCM2hoiPVXRf0K1RTv9+foT2ksESuo/K3qkFSeUvhmYEZl1vmSboRikKWTS6usW3bYSBTKopF0RiGEXoNYtxs254p1FI3oro+Ql0AYZBV0CIQlqNHIpFQsar0j++fNaoTZa96bSpVoaJdWXv1vbJmj2uZkEgkwu+S9Zagt7RSFoXSbrep1Su88lff4HOf+xwPHjxgcXGRbqVNpVoK0uHqHRYXFzk5OWFnZyesKt3Y2AjlQ6gmMUJqvYAof/HU5D5VKk2NBclcaZoWtliW7xLPQa0EF9mRpm3ybPF4fCZupSJt1cBcvXoVy7JoNBpkMpmZa8g+lPVR95QYbpXOmb+O3B8E6Z7FYpHRaBAmSvR6PRzHCY2B53lhB81IxKJUKpFI2KRSKd588012di5y8cJluqMuummQL+Roj9Os6uuYxoB2t89qcYlOs8H6+jqmpdHvtjk8OMLQdQwMVpZXyOccyo0Rb77+NzzzzHXu3bvHYmGJuJ3i2rWnuXnzJq7TIJ8NetDEYwlGgzF2NM54PGZ7a4c7N24zGo3IL6QpV04ZDHpYVhRDDwKm6VSWieMRjdi02nVyuTRPPf0Mp6eneJ7D2toqG+cCGUp4QfZWNB6l3QtaJ8jP169f59atW6QTacAjlUpRr9dotZro+vcXl/6g8YFA9ECY8SIIWuXURVjUn1U0oXKIgu6kx7Vsqnw+HyoFSdWT71FRuuq+qqmZ8r3zLqxsLnkGFRWpCEjuRdCz3Jfci6BrMUQS/FOVgjyvmhHhOE5YnBSNRsPvkBRK9b5lY6qBUinOmTdi6lyIchD0rCpfoRwMw6BQKOD7fnjmqhgXeUYV3QNh+p14PYKEVS9ObZ2s0lmqkhT0KVWwIiPS/bFUKoV9bSSo67ru9CASj0996qfpdjtsbW3S6bSpViuAz3AYpIBWKhXa7TY/+7M/Gwb15Pry/HIvqvzKHKqGUwL98Xg8/Cf8vDr34uUKlaMidtUDUL0pleKTGg5V0cvhJo1Gg9dee43nn3+e119/ndPTU5LJZAgARPbmvejH7Q/5btUzVRMqZE6EApTAq+x18Trld9kfAgSk7cU3vvEN1tfXOTo6ImHbGKbG3/vZnyESCw5NiaeSRGI2uhakzA6HQbFSxIqFLS2C9tQdyuUyqXiKna0L2BEbzTWIGDEMLP783/57DnYPObdxjvFgjB2xGQ/GvPOdd9ha3+KZa8/gT3wymRwXL17k+PiU0dDBNOXksjbO2KXfH5JbWORTf/czbJzbYH1rnUq9RK1Zo9Vt0R302TvcZegMODje56R8THFlEc0EzYR4ymbj3Dql8indXodKtYSu69NaCp9MJkMq9f9iC4T/v4aq/FTELUhFFh9mm4AJrSI/i7JQDYKgB9ns6jVVJCLvl8+oaZZwlnKmBtLUYKLKH4srK5tGFLigWpUmAEKU5XleiLLlHtTYg8yHmtkQi8XC1gRqZ0k1uCcIWY1VuK4begJqTrxqOOeDrUIdyPNKi1xBldIGWKVZVF5W5k/4WXk2NS6hxhvkWePx+EzvIDFyar8V27bp9XozzzUcDjl37hztdpvBYBB+fjQakc1mWVwMSsl3dnaCRlrFYnCgdC5Ht9slmUiHnoCsW6FQAAh7oMh8qzElFUioHL4863zcRFXy8jkxjrZth5k0ruuGwUsxpuLRqrEVOV1LDYpGIhEWFxeJx+O8/37Qj6XZbIbZX/P3LR6TGGdZKwEKaiqyes/qM8h7xKOOxxeJRCKhQpfze8VrlmcZDAak02kGg+AUqePj4yB1tNMnWbCJxJJcv34dXdcpFArYCY+rlxbwnRiMR7Q7dTQ9Sr/TJpHMcOH8JdyxS6VS4/r153i0VyduJ9E1k0QiRSKRpNVqsblxjsFgwL1794hGo9RqNZaXl3n55ZdxXZc7d+5gWRaLC0Gju9XVVYbDHoPBEMuM0h22SCay08SA4HSoxcUFlleKHBzs0mzWGQxGtFpd0ksJ9vd3p4DIpFIphRTj3bt3AmPaDZIqoub0BDdP4/j4mI997EW+8Y1Xnli/fmAUvaAR4TBVhSoKUpSnKEtR8iKkKppWFaq46/KdKn+eSCTCzBSY7aQpynIymYSHRQttIYbHMIyQTpEh1/A8LzQsasGR6qHI80mOvZpeJodOyAYUTliUm8o5q/cPZ+0VRFGaphkGl0VZz7vjcn2VYxblLt+hKmFp3KYiPKFu5HmEJ1c5XVEgsqlFQUhKpEphyHOJ8paAuRoPEUU1Go3CXi/yXdJyWKU8hL9eWFjg9vE+1tgjeXhMLpHCsmN4sQhWPMmyleHW7Xe4e/cuv/lf/FNG4x7NQZOHpQMym0uMoxb1XoMVM4ltWGi+x8Rx8HwfIxalq40Yah7WRA89P1kz1QscjUaMCQyx2ltevE/dijAyNJqDDuPRCNMw8MygFkEzdGzfxvMN+r2gk2Owvhqe4TLyHIyIxdAZsjw2GTdqFFNpRi78zZtvs5hfIBVJwdjD0c48UEmpVT0CUfiydiLD6s8iM/PBd98PWmxsbW2EcaFisRjGCdLpNKenp8Ge0i2ymYUpJTLBjmVwnCb/8l/+C37913+dW2/e4tr1p1jMpvnUj/8EX33lz+mMejjjGq43pHLUYHNtnXKlTjKRoNfxGI8cnOGIQm6ZN199CzsTVC4fHj3E1zUs28PGYDTqUljPkl99lof39njuI5/hO2+9y8lpk/LpIfgTDNOj1Qx6H21ublIsFtnb2wvBwXg84s77N9nZOcfx4R6mEaVeHXP/4QOWlvPols/O5Q2IRsjkc3RbXZLJFPVKg3HXxTAsdD/Cuc1NyoclGuWAVhtqQaDa0zwi8QiR+JOr7w+EoleVumx0GSLwKhcoQifvFcWqfk7ldVW3VgyJKDM1I0buRUWNMgSRqIdpyOvzG0L1AFQkJ0ZDVZbyujyrGshS+dr5eIWaCaTy2mLw1H40avGYGDyZI7VPjqrw1bVRFTScoVe1iErWQY2nqPEFWR/1WeSaqgch15LnmJ8X9X3y++OygmQ+5Drj8ZjxeBwe7KFpQUn65to6xw/3yGazDAYDWtOGZKPhECY6jU6bC1cus765we7eAVErRr1aY9Tr4/kaSSOGM5kw8VwMz8ebGhJTB/QAlCTtSEgZieGSILR4JY7mz6y30FFioMZMqbXpfEi+PZ5Ho1YH0yKVTuNOJphmEDswfQMratHutun1uowTOdyJQyKbprx3hDPx6I+GdIbdoEeJP5vV9Th5mB/qe+YRvfp3GVK05nke1WqVarVKu90GghYVcqSinNlrmmZozCuVCslkknq1HXiFkxHFYpFkMslo4oHmhLTaYBz8zTQMKqUyC5kslm6E8SYrkQ6B0NrmBqVSCTNiUa1WseNxzp27QLN2dsB6xAp6CDnjSZhYMZlMqFarFItFXDfoEirPsrq6Sq1Rx/cMEnGLbrcfgo8w3jdd32w2i44WZgbpus5kfFZHI1XlkUgkNIrzp8H9qPGBUPQwW+SkvibIUQRfRfKqcn+cgRBEqbqd8je1YZdanaqikcFgMOOiilIXRaIqOflu2aSC3sSdFsWrNpxSn3vexZd7ViktcYXVZ5eWxfJd6lCpBOFTVe5V5khiEfIZWQM1fqHOjepdCWJXq4TFoApXq2laGGwDwnlQ+67DGSJUg4/yTCp9JdcQJC/vE8Mm1wDClDihM+CsrXUmk8HyNQwf0tNinIjm8c4773ByeEAxniW5XOTTP/MzlFot0E10X+PHP/wyj969h23ZLBWLTHIxTqsVEtEY8ZhNKp9l4rn4eJiGjuu44VwJ5yzFeRKHGBNklch8qlRXv98nkU0H1NxwRK/XwXVdDvb2GQ+HDHp9Vna20KMGB8cHxCIRmvUW8UiU9nGDQadLIhJhvJpgNBiyfvUy94+PiEQtfMtn6I0ZGQ6GM1uk9bh9Mz9EDuf33/wePqPxjBkqLJFIsLCwgK4HRWiaprG/v8/a2hrxeDwscioU8vT7/eDQjoJBPJHAxeOTn/gkf/pnf4zm65h60JF0e3OHxcVFGtUaDx/cw47F0HUf1xtjmBYLxRz9UZByu1gs8s6N7+E4Dp1elx/7sR/j+OSESuUtzp+7xMHBMYNBUBxlauB7Dq4XnKKVz+dpt4N++deuXSMej4deSjwex47HKZVqTHwP3/NZWVkhkUxTbwyIxVPkCzkGgxH1Rh3N02nUakSsGHHbxosEIGFra4t2u82DBw8oFoNWCLVajUwmw/LyMieP7n/fnD9ufCAUvbjTqnuvCo1aqKQKlJreKEhVdflFuUlwUiypKGs13VFFnyLokrss6XxCXYjiHY/H4eHLoljU7Bz5XlFgan67KC21g6Wkf6pDKCN5TuE21bRENXYgcxOJRKYtWhMz6YeygYEwMKYaPdU7EiWvBo6lv4zEEiRPX4yg8Mbq++YNhqBuVTHLUN8rzyhzF7b9nRonmQtVRmTdhAKTjoaCjiUAKPdbOTpme22dQW9AuVxhZGncuX2LnBlj1KixfiFoDHayf4jm64wHDtoEPvqhF6lXqjy4d59W0mVteYVMIonRaWNo05YWdgwzYpGMJ8KYxWg0Ip1Oh3IlwetHB/s0m83QCDQaDdrtdphUMNGCdUrE7KBy2TBJJRIsLy9TKBQ4PDqk32kHwTrfp93uUB1UScWSbG3soPsaJ7qPp2lMRkOevXyR2+/dxIzomNoETfPwvDOeXeXr1WSF+aH+bX4t5TWV9pG4mHidnhf0q5Eg9mg0IpVKBXSo7k8NYoDE19bW+IM/+AN+8Qu/zN0H97h86QqGHyWbznHn3gH5lSQrK2tUamXK1RIba+tk8mlGvQHdfgff99Bcn2jUwiW4/ttvv42vazz99NPE4gEQWF9fx/cNvvPdt+h2BiwW89RrTbxpvCkocBpzeHjIwsIC58+fxzAM7ty5w3PPPUc+nw9Scq0okVgsoOPw0XSdTCbDYNxj0He5desOCwsLeI5POmnTi9i4jkevO6BZb1I2ymguYbB6PB5z+fJljo6OwmrjJx0fCEU/T1HIplSpHDU1Tf6u5q7Po4l5Pld4ZnHhRalKEFNtgyvXEo9AjoVTaQFR7NLVUJCYFEJJJaaakaEGRkXpzwcy1dYPnueFnK3cl8rry2fE41DbB4jCkL+piFxtaaCmm6rB0PmsESm6EeMm1I0YCEkdFfQ83wdnnuJS107mXU0hVJGlcPxCfUjXRTVYKGssrWtHoxGFQoF8Ph+mWKpzAZDNZrn+1DUe3X2IP3Y5PC1x8ZkrmL5GPhbl733yJXY7bbzDEyLtHmYshmvq1HyHjuYQXS1wfjFNpXHKwe4ej4ZBe+WFXA7f9UIZU7OJ1B5O8trx8TGRWJTy6Sn379/Hsqwwv3y5WGRjY4PRtEIXgqMMtSlgKJfLQdqsD/v37uF4Po7nksrlya0uEbFiNPsDNF/D6I1ZsqJEByO28wUmdpA2ODo+JTIc4phBYFlVzvPe6uP2rion80ZBpdtE1oN2u2cH3U8mwZkJ+Xw+PNDF932c8ZhsNkur1QzTY1999VWK22tsrm+xfX4HUzP5ub//8/z2/3SPWqVOcS2Pkxgx6PYolU8YjUesrBQZ9PrkMhmc4YjxeEg0GhRqXbp0CYyAKppUg+CwM5lw9epT7Oycw/c1XMdjY2MNZ+hQPq0ERV7RoK/R+fPn+fKXv0wmkyGZTAZN7DIZstkspVqdmA3xZJCV1h8OiCXixAepqTz3GPZG+K5Ls9Fm2B9hx2Ik7AR+KgAwvnuWZp3JZLh7927oUQvweZLxgVD0cIbI5/lyOCvOEGUs/JQoTfX9InBqxoKgcZhNT5SMBUHd8lnhmVXFpBYLqee2qvy/KD/VaImikmwZMR4qn6kiIUF6asWqOiRPu9frkUgkZrg6FUlL0FcKpCT4J/yu8J8qt60WralUiRgFXT/rjy8bWN20aqprPB4PG4rpuh4aQKGf1IpdQfnqfDqOQzKZDPu1iFERjl3mSO5FArvCZ2qaFjR+ajbDa8u/WCxGKpVibW2Ncq1Md9Allc2yub3Dwf4RS/kcBUzWI1E+fPEqJ6VTXn/wgKbrkd85x0ohQX3S5bDaIFdYJBdLkDx/kfHECSs+e4N+0Bdl4jIYDcONqVauinzYto2Hz9LSErlcLtzAMh/NZpNuuzMTB+oPB+GamJEIC5rOUjqHH7Nw8RlqQXDV9Vxi6Qj9bo+tsY9WOiU1GrFZKPDy3/373Hj/Du2IycNGG62YnDFAqhJXPV51b4pHJUONUcnn5LPiOar7TgCbmi2nxlrq9TqmaVAul1leXiYej/Nv/vT/5L/5r/5rGu0WhUyBp648S8ywabfLYW2EaZrs7u5imSb9Tpd8OstJr0c6mcJOJiiddEin0xweHTGaOKysrNDtB3n92VyOR48ekU6myOVy6DEDw4gSM20O9g7JpPNcvhwcxXhyckI0Gg1rR8bjMbVaLUhKSERwnAG+bmDFdDZWVqk3y7RaLZLpLP1ul2wmT6vbRceg3WzTN/ukNzNsbW5TKpXA98OWG51OJ5SHTCYTnpn7JOMDo+jh+5G9Ktji8qnpYoLS5TUpNpI2xoKCJX9agi8ypGMizPbJgUBIJaNEjQMIylaVn9yPCLMoIsmiEDpBPAOVbhChF5pInlHt86IOQe7SMkDdhKJE5VpyDbkXMTCqIpeNptJDqgciaF2MrEp9aZoWzqF6/N1kEjQRk3zxoOf4KHxOQf3zFIHqyQBhB0iZJ7kfOFNE0gFT3H7DMMJDOXq9Xnh2qrTlleP1gkMhmow9WNveonRaJ1ss8uCtN4n5OnHHIdbukOr0iThjVi9fwU0lePX929x9UKHmOpy/cplhr0lsbGObUQaajoke5sd7ExfXmdAb9MNgrLQGnh/SpEoNYqvVx5YWrJ8VjRIxLdLFNB4+E4lJuD6OOwbPw4qY2KaFhU/S0Kg8fERiNMLsDvnFz3yGZT1Ct1KlWquTH44oN+tENYPunIFX94Xqhapgan6oiP5xHkCpVCKXy4V0hHiJsjfULK1ozAozlAxDC1Niz20XGfsT9vcPWL2+CqbNZ376Z/jKN/8YPTLh8pWnGY1GbKxv0+92GQ9HOMMx2UweZ+zQaTWxrCAbzrIsInaMcrnM0soyyWSSo+NjVlZWqFWr7O0/4pmnniafz/Pe9+6wubFFudTkS1/6Eh/60Ic4OjpiZWWFtbU1Wq0Wg8Eg6IJZLoPtkc2n2dxZC0BXv8+VC5d54813abbqXDh/idu3bpGIp2g2GtM0yukZv77O8eEJqXSCZDJJp9Oh3W6HZ/5Ke+0nHR8IRa8GQOcVl1A5gtB93w+DpGIYZPPL6Tue54WBOtnUUrgjyrTb7c5cS72m0AAymWq6J8z2MhGBl6CvKEVxfWE2N181WPK7UCxqQZN6PXXI30WJCu8rClZNIxTEK0FINaAt75PgqorkpNhqPvf9cYE6mSvxBiRGIfclBlkajclJVEL1qEpeUPpgMCCTyYSl8/K/lMeLgen3+6RSqRma7Pj4OOwT0263GQ6HlEqlmdbRo1FwOHM2myWSg4PyEalUgUany40bN/BHDqvpLKe37vDgu28QTyQYarCwtcVyJMbP/OSnuHN0wjffeoP7793CX75IbnWJ7EqRRCqBa0y9vYnLsD8gaSRnlON8gZNqPFXKTAU8hjutMjZ0XN/H9T0ilokhiQQaaM4I3xkx6nUp7+4SbXU5Z8X4xRde5JmtC/zJ1/+Y4aO7vL9/RK1cgVyBeCpFKpVEb0ZmvFr1HlRlrwKhH7SXZT0f9z6pxpYDXMTLEVmZiQ0oMSWpR9ne3sZZ0vj2G6/zyeciDC4OiZgRXnrxJb7x+l9AbESz1abdarG6vEI6m6N8fEJvEPDe2XSaWDzOOHCIyOfz+LoWFoydnJyEMtLptHn55ZeIWBa64fHiiy9y63v3abcPKBaLnJychPtIWkOfnJyctX2ODFgspnG9AZ4De/sPMSIGyVSMSq3GrZu30fWAukvYCaJmlMLCAq1mh9u3bxOzAvqzWq2G+0yq309PT8MT7J5kfCAUvRpQhLPsCxXVCyJ1XTc8tELNShE6QhTnPDcvEXtBunLs27yQqcpLAnqivAVxCeqAs+CrIEu1p428V0Vo8lzyuTC9bsori/chynke0ZumGXYm9DyPTqeDbdvhc8wrbjlpSuZPFLYEx4TyEOMgHLKghUwmE3YfVNdEsorUgjA1m0JFZ0LviOIQI6Tm0ct3S02CHAWYy+XCuZRsJiC8lsrrS3Vxu91meXmZ9fV16vV6SKcIXx+Px9na2mJxcZEbu9/l6pWn+frX/pp/+Pn/NPACJg6dWp12d0hk3CORjLKxtEoiHueP/93/zUoqzZ23b/KJq1f4R7/xGX7/wTFf+vM/o+UMGePRmYxI57PB6VapdHjykyofahxI0zTwzjqYqqnBoZzpU3Sta3j4jNygf1G5WqVSqVAZ9yvY6aAAACAASURBVDB8D7fVIheP8VNXnuYLn/2H5KpN7n3tWzQeVrh/6yGbvsd2KkNjPKBaKzFxh/hLK/Qn4zBAqtKWQmsKnaLe8+MQ+zzAmVf0sViMWq0WUljSqM4wjLBYTcDccNSfys1ZW5TvfOc79BYc/CF89qf+I4aDMWbC4OL5y2xubnLUfMhwOCZixTg+Pg3OPegOsMwovXEP19cYDsac27zAzZs3Wd/YYOgEBYPVapWFhQUuX7nCnTt3yGQyvPXWW8SiUc7vXKJ6+hBLS3L58mW6g9Nw/1QqlZliPJG3C8+u4fgOx7sHWFGTza01mq06jmOQzWaYaEGMIplI4LmBgdvbPQBgMhpj2wkM4+yMg3q9znA4ZGdnJ4y1ne4+eCId+4FQ9MCMYIugwVmeuwiF8LBCuQhVIZyvKCT5vNASYiRkw8FZz5b5lgiyYJ1OJ0SmUsQkClPycSXYGpTTn7m4gmrV55CNLj0+REGq9JFsKAnMyryoBkYNdmYymfAzYpRUKsb3g1a0EuMQ+kRcZXUzSyxjJn97ij7FCMmzxePx8BBnCeSKtyRKQIyN2pRMKCnhMy3LCtMKgZDK8jwv7AMv/L8gGjW9VG3mNh6P2draol6vU6/Xw/4q4lKLUXVdl7W1NR48eMCmlaN7VOep55/mzbvfodqvcDWbwql1uXt4zMWazkgz6Cddyv19+qMRvep9Prys0bn5Cu9844/Y2tjhNz5ynn/9xpscDIaYuUWaY4fxvYfYozH2SjG8Z7XC17btsBd6LpcLZez4+JhisRgaQimcq1Qq4YlRgjrFaC6QxWlXeenaNZ7ZXifbqfDaF/9HCj2XNS2JhUfUMmn2PE61PuOYjReL0sJhv1VGz0RDORPZFRlQs7Bkf4rMiIypil9F5SoFJPvLdd3w8HjxBkejUXhGgSBVQ7fwXA9j6r13u11SyTy5PpyeVnh0633ow8svfxLfh48/8xn+h3/2W/jLATVmR2OMx0OWV1eoVCqkFhZwPB8tYvHuo3fJb+TZrTxiNHRYXV1nKbFIvd4kv5Dj2ReC/vyWblIp1+gPuzz9oUtYusXbb79NykoHdGBvxEphmePDE3TNZHFplfagx7Vnd2i6FTDipLNR/InLoKNjeiYxw6DcLbG9fY56vU6r1QHHx8ej22uTiNm88MIL3L17n+GwH+o16UVULBZDj+iJ9esTv/P/4yE0i7jwqlKeT8MTakaUsAQcJSinuvrqP1VQBTU7jhNmaozHYwaDAd1uNxCqVCrsqicKVtCN4zghqpXvFKWoInY160LeA7MHp6jISG2lK0ZM2iPI5ur1ejO5/Sp/KgZPhihcKa6SzA3JopmPfYhBkM2suvJqwU+tVgMI50yGeA3CuwLhtQWt93q9mQZciUSCeDweolxZb2kYJhlG0tNH7VcklceTySRcj3Q6zcLCAsVikWq1GjZ1k74+0ldlaWmJkQeZXB636/Ds9lWG7T69kUNqc5NzP/4SxovP8iAb41u1Eq+dlDgAbj844e6dI8xJnKsbT7PqJsh2NLbjBVbNNPYENM/FStjouSS/9Eu/xE/8xE/QbDY5ODigUqnw6U9/mt/6rd8K5cJxHH7t136Nz3/+86TTaRqNBrVajbW1NX77t387pA9N0+Spp57i3LlzZ4Fcz2Mca5FKuGwbOvb9Pex3H/BissjGYpFmWucdvcmRM2Ffm/DXp8fs2xb7hsv+xGHp/A4eZ4e5qPtRTU4IKRUlLiavq7Se+nk4U/wCkmS9BLDIOjabzXC/q4kRAkqWlpbY2tri5CTo+/L1v/waY2eI73ug+Xz605+m2+1SPm0x6vvUa13qtS6NegdTt2ao0oXsIpXTGud3LrK8vIrnTHDd4AD1k5MTarU6CwsF7t19QDyepNvt8+1vf5u/+qtvBmvw9BWWlgssLGVJp+MsLxdYXllkaTGL744ZDrqMRyO6nQ7DXh9vErSu6HQ6lEolLMPk9u3bYRwpl8th2zYf/ehHw2MfRW/Ztk2hUGBlZYV6vc63vvWtoMDL/FtWGasqUd/3p02JhmERjvC/6ntUFCzKV5pryefU8bg8azUfXYKmomRGo1HIKaudLYVHVlGzKDQRTBmi7NV7EEpDrZKdR9WqZ6OeECWoJpfLhcpbPWNWNpT6LGqBlyBvmW+hsyQjRDJ25nPWRSFLiql6Zmu73Q49C0HjqlESRSB0hZoqKsZAdfF1fba/kRh+MWyC3OXe5ukDFfHLwdmaFhTmLC0thU3Knn32WVKpFO+/d5NoJoflmrQPa0TGJhPN4narztbyEjdqQavchUKObD7DxJ3QzS2hGQPeP61zUB5iJ1OU2g7nips4sTrlepVIxGTiT2i2mvzO7/xOGMQXhf3Vr36Vr33ta1QqlbDh1u/+7u9yeHgYov5YLMb+/j5f+MIX8DyPTCZDv9/nu9/97szBLJZlMaTD4mKa2HgIzS7xAXTdPtWYRnspQ8P0qZQtIqaBm0sw8sZkllZJ5Bd40GjRHUyIJ76/8PBxQ7xUkSNZC1k7FdHLvpDvVcGYeKiqgVGbEYoMCy2ay+W4ceMG169f5/btO7zxxmv8xq//Jnfv3eLy5ct43oTPfvazfOmbf0TETDPs9QCLRrVDNGawsbYKXiCPi8U1EtE0hewSu/cPgr3tOmftpPUohwennDu3Q6cTnBdsGRbpRBLDsPD0MXbcoFrpMhk45BfSeB40m2WKixmWihkiw6DYzTeDQ2lKJz0Goz5rK6u47oRIJBqmevfaPZLxFPV6nY9//ON8+9XXcV03PGzn6OiI4XBIJpMJdaEKsH7U+JGIXtO0mKZpb2qa9q6mae9pmvbfTV/f1jTtDU3T7mma9n9omhaZvh6d/n5/+vdzT3CNGQ5QkIAamJrPCJENI9kMIlCCHGSzyz+5jnyfKCFB36IU5RpqHriKdkVRqdWYorjk3tSUsvn7FgUoQi9/V9G9qsDUDQ3MtDZQDcP8ddTNqn6vzLHENcT9lntQ70NFYuq9ijEVpC3oTVLmxPiJwRTDrAYcVY9BvZasv7oeYhDVg0fmYxhyXXkdCA1CoVAglUoF1Y+dTkg59ft9jkqn5AsLeM6EdCLNZDRBNyOUum2OBm0uvfxxtj/6EZqWyY3SCa1ojOjGJvb2Nvr6GtHtc1jLS/RMjb7r4OkGnjcBT4r2zoKvkmudz+fDQy1GoxHnz5/HsixarVao/GSNy+UyhUIhDBZKJ0sp0hND6k2mQCeexMrkcDNpRpkcw0wGr1CkZSfwsxnGyTiPej1qpoG2WKBnGBzXGnj+7OllKteu7p15+VTlWAUc80ZYfU2uoTbnE7pWMqZUY6FWxg8GA27cuMnS0hJra2vsH+zR6bRg2ivopY99nIiZwPcsLDNOMpkhnc5j6VFGwzHD4Tg4RKZUx9SjnByVaTWCoP14FBig49Ipx8enDIdjSqUKsViMbDYX1o/YdpRWq4GneaTSCTLZFM6oR7NexhkNGQ97TJwhlm6QTaUDNN9sBfLs+aHXnEwmQ3ZCKFdhKBKJBLZtk0wGHSpHo6BGI5fLzVC1TzqeBNGPgJ/0fb+raZoF/LWmaX8O/JfAP/d9/w81TftfgH8E/M/T/xu+71/QNO0XgH8GfP6HXUAUr6BXQQWqohWhEKUm7p0EXiXjQwI7803ERBClUnKeHxe0KhMv3ylVerp+VlUpgq0iZlF4QNimQCLxct/yvyg5NVNHLcYSRSzZQoKA5Jg84evlb4KSZCOJx6JmrYhxkutKr3p5ftlgcNbWQEVrkqkUj8dD1JVOp8M5iUQiMwFvMXxCzah5wFJhK/GDTqczQ9nI38W4ydqk02mA0NOStRIj4jhn5/Dqus7q6iqdTifcQEI3ua5LJpOhVCrxoY+8EASSuwPa5TrOaIJrWDxq1rlZOSavp8hkMixevcb1c5vcv32b/cUM5wtL5D/6YRJmhKfWVym02+jFRd7fO+A7//y3cQcDYnEbzYzM0IpiWKWlczwep1aroWkB+lOBici37AsBJmpdiLwvPonx4U98ime2z6MNRixEbVzfo1s6Jl3Io3dbvHr6ZdZfeonsZMCt+3f5+s1bRMwo+kTHsCKhzKn1CfOg5QcpbzgLxKpKWoyWPL+6ZvOpzWLkRcYls0rTgsNkkslk4MGYBkeHJzz//PN85St/yq/+6q/R7XV4cP8hV65cYbW4xcnpMalEily6gKF5tJpV+l0H1xkTs6MspJZoNBqcnp6wvLTJcNQllUliJ23anRaNepNatQ6uRyKepNqusrq8wvfefodsNotveCwvLxOJGOTzCzSqNaqVEqtrG9RbTY739rCn8bN+uzM9ozcWJoZ4nkepVArp1larRdSKsbW1w1tvvUU+VwjBZqvVQtd11tbW8DyPZ599NozzPOl4kjNjfaA7/dWa/vOBnwR+cfr6F4H/lkDR/4PpzwBfAn5H0zTN/0H5WJyhBDWAOu/6q+69/CyGQJSK0DCWZc0U1gwGg7CrYbvdDnk6ETJRLmJpRZEtLS0FxQ3JJIPBIGypKgpMMnvknkXBi8JPJpOh1RVkqxZoiWFSi47UdEZRuKpCFkMncyJKTp1L2WjCWasZHkKjCMUi3LbqQqvZMKqyz+VyIS2WyWRCr0KeX61qlcC5UEyadpZzL4ZKTb9UDbx8Rgydmr+tdoFUPTdBzePxmEwmQ6vVYnd3l8XFxdCYLi4u0mq1wkDy8vIyg0mfo5NDMvkMzV4b3TTodLtYkRitepnJeMzhaYnI4QFv3rxBb9znu/sPKB+fEI9GySRTLMfjJNNZIvEEyWQKPRaBXp9JfwgTFz96RoPN0yLzvLfqQc2/53GfkxH1k9y8c8DNoxK1VpNyqxp4TxOPYa3D6uIS+/Umf/Lvv46jufQGfSKmhaEZJOMJBu0+GN9fyzKv4NXfVQ9X9XrnqRvZE4FsmOFaSZq0St2IzCWTyVA+JIlgOBwGgdrRmHw+z/duvIOmgWnBvXu3qVQaPPvsh/jkJ/4OX/7yl/F98MYasUScqJXG0H3+89/8FX7y438HAxvXdzguHfLL//g/w4pFKZerZCYp+oMe7kRj9+iQxYUFksk09+8+oF6tBecwT8bEElEcJ0Dlu7sPyadyLGRzMHExfEjaMRq1BrVGne3tLbSsxqP9R6ysLWPpBs5oyOrq6hQgDYmsxCifVoL4wcICnXaXlZU1jkoHPP3003Q6HY6Pj5lMJiwvL4fpw086noij1zTNAL4DXAB+F3gANH3fl8Ysh8Da9Oc14GAqFBNN01rAAlCd+85fBX4VCIOivu+H6FOlG0QxqPnhPyi7xTCC/uwS+BPBkSwWNWgpylStIBUD4bou1Wo17BmjBlflEOj5Pjiq0pf/1Q2gIiXP88LgoKA0KdNXg2BiECRDQfVC5HtlqN6GzMV8u1lB6olEIuQH55W6qmjEqLXb7dDrUvvFSJqr2lZBpX7EkMp8iUKX94hRVT0RKXKq1+vh/KmVyWJI5POqcRXjl0qlSKVSYZtiCDyDRCLBYDBgZ2cnCNzm8kwmHkYiRqPeotprsqAtYvk+OT3Ki5/4BK1Wi7Hn8vDgEd7IZa96QKFQoNNu4g0NHF8j4xsMDk8wNJ1ENEZsaRErajMaOXicVR+rQcr59XvcGqrroI7532MRm3du3aSrTdDtKK6lo2k+k24PE4eT+gmaYeIMHTQfslqcfruPOx4SSaQZaLOHw6vyIjKjKn6VHlQVu0r/ADMyL2uTzWZpNBozQG5+/dLpNM1mc8ZLF0BkxeJTABQlEjF55ZW/5Od//vN8+PmP0e70+JVf+RVWl5YDMOJPSNhxPNfh8PAQw0vwZ//u6xQSi7Q6dYyIj+6bGLpONpOnVD6i2amTTa7y3HMfoddu8d57tzEMg/X1NXQf+oMekUgUKxLju2+8RTaepjauYxkRxsMRi/lF6vU6thVhaWGRyTjI9tra2CCZSRJPJDgtndDv99ne3ub1198kHgm8lYODA5zhiMnE5eTkhEKxwP7+Ppubm3hekOnX6/XChIwnHU+k6H3fd4EPaZqWBf4EuPq4t03/f1wk5/sgie/7vwf8HkA+n/dF0ajuLZylHM4LmZoJIgIDhC6hTIIInQTxJJNFkIKgvfn2sZqmhTSFXFcMkvDE4j3IvQl9NJ+fLhtCOFV1g4iRkI00z1fLM6rB5nlFIZtFzQoSSknNbJC5ETStHlohxlJ108WwirstVIMYSeEVxRDLuojLqaZBCkoXnlldZ7muzNs83y9rrVI6apGWGG/5Puk1JCdMqfIkcyENxNZiWXq9AZ41xEzFiKZtIlGTmK9zfnGZtZVl8tkMhmWys7nG0dERb77xBrmJxqd/7FNYukFr5HK8d8DRwT206TrrEQsr5TLWNGL+bF9/NYNFFKM6Z6LsVDpvHsGrxh7gaHCMqRvoLsQ9n9Ggh2ZqLBdzYMV4tHvM9uZlNopraEOHfCbL7du36Q97+CMHnbPUYDVJQI2BqBSNvKbSkarMinyr2XMil7J/VNCgeuzdbjeUGQg84263y3A4JJfLUamfkMmk8PwRaDrf+utX+Omf/jRHJ0f80Zf+L/7jL/wi+we7vLD4ESaORrfbR/N1fMdgNNDQvBjD3oh8dhFXG4GvUa3W0HSPZ555hk6/RfVkwGg4Jh5PkkwmaTXrQSrswT65XI7eYMjpaZnxxMUZT8hlMnTbHS6ev8T+4RGJeIpqo048mWA85eOXloscHO1Tr9eJ2lFGwxGnp6dks1lMInTbPQqFAvVKlX6vRSKR4qWXXqJWq3H79u3QA5fg9H9IMPY/KOvG9/2mpmnfBD4GZDVNM6eofh04nr7tENgADjVNM4EM8EObMgi6FfQo1XPi3qlFJCpdIW4/nPWFX1wMrKlseFFi8l5BlqIYBJmqx+nJ6/MUhmw4oQ5E0Q8Gg5mqXKFr1GtEIhG63W7YTRII6Qw1sKZ6M64bHLZRqVQoFAoz2UEybypyEouvej+iKFRl3el0Qt5bDIwYJPkcnKVKqkFfQdKyVoLQZVPKtWSe2+02i4uLYddGiV1IYEtV7jLX4uWo3PTjWlU7jkOr1SKfz4frPRwOaUzLySUYalmBjKTTSSrVEtvb23S6dUqlEjvn13jv5vtcunQJp9cnZehEdA3Hh6W1daxohKgdo9vtEonEiEZtRuMJncGYt2/eJh6Pc/HiRT7y8RfBCk7/cRwHTdfpd3uBgVNAilAd6nMILz6fly4yJBlQ898BZwo4FrHRNI2VzRUuXbqEpmlUqwF9c3h4SNpKk4xEWChkAi9Kh7UrWzSbzWmr3bNKctlTqhelggu5H1nz+eQJAQuqR3dmHCIMh2NAP9sfuOD76BqAjzMZ4mNjWjqDvtR+BPn1/f6YTDZBuXJKPp/Bc2GxsMLJcZkLO0/zT/7JP6XfGxIZG/TKTWzbJhUJekMVMjm88Qh/4pBZW2bsjnE9nUQmjx73yS9mSGWj2NkUlu5QOj1EszM0Km0KhWXe+Ju32dhYA8vCmfRxTZ+ti9s8+9TTNE/KFMcLHB88opBM0Gm3KaQsMvkE9UaDCGMu7WxSrZ2gRyw8fPzGkH6tyajTw87kiegG/VaLXqeLHYvRqFep1cq89dZbVCoVMpkMvV6PTCZDs9n5YSr1+8aPVPSapi0CzlTJ28BPEwRYvwH8PPCHwC8Dfzr9yJenv782/ftf/jB+fnqNMJtARayapk0fqjmT1SKoWR1yKLTaMlgQroroZCPNUwmqMIoiU3l/2XCiqEzTDIO2QuXMn9E6z4vLdYV3l4IsNYtIhih9yS3WNC0MzMlzyMZUo++ysUzTDA9yaLfboXKRTBvplSObUqgp1aNQ0/dE6avPpnakVJ9b7l/d6NJsTAy2KGXpRCl8rRhGyS8WhSjNzSR4CwHll81mQ/pHAsELCwvYtk2r1SISiWFZxrRs/Bg7HrSbWFsL+o/k83nS6TSLi4vcv/9wJhtIrm/bgRKVQL4UfEnF8aNHj8JnVU8Emxd7kQc180o8LjUIqyLm+T2hfo86JBBdLpenB1AHnq8cZCGHbsMZAInH4yG1JUV1KvWiXkOU/fx1H5ehpTYsUw2X7/vTZnr6lO4LkgtEfj3vrNJZ5f4DufPDVGcrok33XZZEwubGjRsk4mkuX3qaTHqBZDLO537uH/DKK6/Q7ZlhoZ+u6wHfoM2mQe/t7XHl6U1Goz43b+6SyETIxJI899zzfO2r3+T6sx+m2+1z7tw5LMsICvCcIY1ak0je5NaNW1w5dx6n2+eZa89QPjqh7XVIJBMz8/Ptb3+bXLHAxHO5//AhthVUCWezeXZ3dykWlxkOh1y//gxvvfUdrl//EH/1V98il8sxmbjYdpzBYMh47DCZBGceQ3NenT52PAmiXwG+OOXpdeDf+L7/bzVNuwX8oaZp/z3wNvCvpu//V8D/rmnafQIk/ws/6gIqxSEoUzabmmctAiMKZ37IphwMBo/tG6K6o4LKhcp43JjfUJKJk81mw8Il3/dpNBohrSE54GrAVZ5N+GzPC1omyOZTYxHqZ+Q7ROEITy+vyz81DiBzI0pIFCYQekeCjoWrlw6ParxDRY6COmWORYmrbQzUGInci3g8Mt9SoCWcvhRtyWfUSmWppRBaSP4uBlXmUbwjqfYVpShubRBDCei9TCbDYBikrkn2w/7+PktLSzPUmKTrvvbaa1y5co3FxcWwjUGn0/m+AKo8JxB6VD9IntS1k/mS06JkTqUQTjKtZK7kmo+jSCS2A4HS39nZ4cUXX+TOnTu8/vrrFIvFcA9JBpSc7qSun3gNIo9qrExV9Op+Ur0PmQv5Wd1HIkuxWHRKv+lBuqAnxYrODHAwDDP0dGXU63UKS3HsWIJSqcTGxhpPPfUUjx494v27d1hb28A0I2yf2+YrX/kKy8vLofwKkNC0wFD4uo/jOgF1YkQwowbZQhxPH9E4qXH3zqu88MJHqJTr9LojJu4YXQ+8u82NDa6cv4Tu+vRabU4Oj3EHI+6Wa+xsbnH18lUenuzS6XRIJpNY0QiP9vdYXltl7/491lZWKJeqxJNxdFMjlU2yeW6Lk+MSC4sF1jbWebj7IKySv3TpEnfu3KFYLIbUp+zJJxlPknXzPeC5x7z+EHjxMa8Pgf/kie9gOlS6As4QoWx82VAifPNjMBiEiymHNouQSHGGuMei8FQBnC+CUvlpOAum+v5Z9akYCVWpy4YRoyDvk/eo54XKc0pMIRaL0Wg0wj48ohRN0wyERTEa07kOlZ2KIAXdiRKX98szS3qioHr1tCOVDpL3S1aLZAU5jhOWY6tVvypVpTYjU6t3Bc2LklDnQ5SHFMuJQp8PnKu0WiwWCw8El4IkyaJaWloimUyzt/doWo0bKNiLFy+SzWbJ5/OcOxeUoadSKfb3D0mn02F2h+u63LhxI6SX1JRAWW8xZPJPRaMqolcVpBpXgCD2UC6XZwCIZIEJihXDpcqsuuaCpmVvPHr0iJOTk9DVl06sb731VkhzSTaXGBnxEEUhq+m+skfVe1Cfbd6DUb0aWXf5fmmRbRgGu7u7pDPJUM7kfcG5B+lQ5h1nPKUeNXq9EYmETafdotvtU6lUcF2PXq9DpVJiZWUNZzLixRc/zLvvvhumOFuWQcAme/i+i+eBaUawrCi53AJmVOfuw3fpj9tMuiNc16fZ6PDgwSNeeP4jwfPgEImYpO0Mw+6Qw0d7aJ5Pt9GikM7y/PMv8ujufarlBpGFGJG4Tb3ZwDd1iktL7O/vT88syDMh8Fwb3RYjZ8J3b7xNIp7h4cEuWBrr57Y42N8P2ikfHnL+/EUajQaHh8ffxwD8qPGBqIwFZnhzSa2SlERxo0XpyaEasukkSJrL5WZOklLpAzUYqSpfGSLY8hkJxIqiF3pHVX6yMeV3oYNEkYqCVN1+yfuXHuuC7iR7Z3FxkUqlEj6LfAcQZiTJ/aoBVHlNjjETRA+zGQ+SeiobHZjm+MZnlK8oVTVrR9C00GQyn2pa5bzil5hFNBqdoVyAMDtGGo6JURJDJQFbdY7UQLMoegmmy2lcsVgs7PjX7w/p9XpsbW3R63VI2QnW1tZ49OgRpmlyfHxMo9HANE3ee++9oJuh71O16tP1FFrBC1tRSIqmdF8UA6PWHwgtN5kEh2qoBlSQpaCya9euzXgBouju378fNqWTdZTrqFXRahBe5k9oPjGEMk9CPfm+H6YHqwFglSqSZxHwIuNxBkzdR2rWl3hc8t7AqLhTeZ/M0FSqBy97SuZfPDDf1zB8jeFwTC67gOu64ZGDt27d5OLFyxSLy9gxm52dHYbDIe+//34YExIA1mw2sWJRUpkkh4eH9EdN8otZIjEbX/fxsXHG8P7794jbad544y2uXLlEJKpzcnrM3e+9TyKRoHJaYnUpOOUrm0xRqVYZ+y6TicNwGMTYdDuKGYuytLjG4eEhg9GQkTPmuHTMzs4FHtx/RHF5icPDY+ykTasbtCT2p+CyWq0yHA558OBBCHxEnzzp+EAoenEThW+W1CsRQjXlUVCOKojATPdGafkLs0Kp8sWihMRgdLvdGapBbaMgqEZQvyBSNeVL6AhBJWrWi+u64XF2ktOulvlLd0z5X3q4S2BM5U0lsCuGRn4Wzlx6v8hzCYIGwnmR1gCqN1KtVslms6GSENSsKi8JJst3qsZUbX+grqkMUY4iqCoXC4SBV1knOKOBZH7VAhtRQML1QxCnkeP3dH1KC7h+GP/RNC3sg6NphAEu4ZSl8lb+DwzIZOY5BVCcnJxQKBTodruhJyn33e/3yWaz4XmiKjUncqe2gn7//fdnPEo4O0dA6CR5blGIaj8Y+ZwYOJEfNS4jXUbFOKt7SO5bDIgofLU/1A/ypFUa6XEIU007DvaiClSYeWZVZsQQ2RnxzAMZNM0I3X5rKr8azmTI/v4uo5HD1//yq7zwwkd47kPPM3aGFBbybG6u8+67b5PJpEilEuzt7aFpGktLcQwjmI/hYMSg3P/lMgAAIABJREFUb3J0dEKzU+bK0xe4d/cu29vnWV3Z4ejomA9/+MNUKiV8gsO844aNjsbFi+fJJJKcHp9Qa9dxU2nsTIJKucfE04nHs0QsnaHn0hr0GHoTHN+jVKuysLRApV7BiBpUmzUWiotUGhUG/RGT6cHtk06gQ1LJDOVyGV33ScRT9LoD4vEk8GRB2Q+EoofZQNVZcGZWwambReX8YLbRkvCVothFAEXRwlmDMRUhwZlnAWdCrCJWGUIliJKR19RApmwWeT5RmmK0VKQqG1blSgXVqFypGm+QuVCrJKXLp2poJEA2HA5nAtkyZ+o/uU+5J7U/TTqdnqG15LlkqOsyH4gUIyMbWe5ZzUJRZUFeV4OjEjdQv0P1stQ5kjWuVut0u0GAfjDosVDITXn2IIOoUqnQbDbxfZ+DgwN6vV6Ymx+g4rPME7mHdDpNu90O2zfH4/EwyC09ajwvaHkQj8fDLDBZS1XBioIX4yLPnUgkZjw9MSbzlIn8Lx7l4uIiuq7TaDTCIGS/32drayusQFblW10zlYIR2VT33+PGD1tzkbH5a57duzaTUSTxCVlf1cPQtNm+UL7vomkGE1cOs3GnlGoAqkSH5PP58BCcarXK0dEROzs7M9lAAQ1iMBj08Vx4cP8RrutTqzYYDcWA1sI1c12HTCbwRCNRE8PSWV1fYff+A+ykjR2JoptLHA7rnNaroXxYsSjRuI1mTttqT4LansDDntDrBa054okYw0EQo9F9fSq7gxD4iX77W9nUTDIy4AyNCuUhyFQQr2xCIER6IgT9fj9Ej2q6pAQORTkL5SLIXRCOKvRyP5K3LcE+OEObamMmNScaAkGVAKTQFWqrApXrz2QyoUIWBS08pribckKSimwFvaqZGSLE8rOu6+FpPiLYku0hGy+fz4eGSYLM6pAe9ZLLLH8XRSX3LOumZk2ItyHzb1kWjUYj9CBUQyvfO5lMwuC2GEYRcKHmJNVTlKfqqch8p1IpFhZyUxojws7ODolEYlpsEyEatcJOoY1GI+wkWK3Uv695mqxzq9Xi2rVruK5LqVSi3W5z4cIFrl+/zmQyIZlM8uabb+K6LrVajUuXLoXrp2Y6pdPpmX5B6mHtEqSVWEWr1QrTY6XDKZzRQNeuXePg4ICFhQXu3bvHu+++G+6T7e1thsNh2PpDKBVVqYuXOY/Q1TjVD9q7jzP66t9nM3l0fH+2MKzb7U/jUIkZz0H2iOwFkT/bTjAYBLnknh9QOvF4nJWVNayIwc33bvCxFz/GcDwglUpimDq/97/+C0zT5PLly1x76mqQTDEYoBk6qVSGXq8Fhs/nPvdz1Fpl7rzzHpOJx/HxCZcuXuHe/fe5dOk8rhvQXUbMImFHcHyXe7sPyGdzGHaEvjsCX8e1NGJ2mty0gtxxHNrjARMd2sN+sN+1wNvp9HusrK5xelIhGrXB17ETgSI/vHNMMhlhOGyxvLw6pXHGYYfTJx0fCEUPZ4UswhGLgpD+KdJES4osZHMDM71VIpHIzCEZcMa/C69l2zadTnBmpNAvomTl+DpJSxNXVzaIKF5xLaW1AkA6nQ6Ngfwt7K09DQKrB/s2Gg1isVh4vioQpmtKQFnoKAnK6boe9u3WNC3sP6MGgdVCIpkD4cdFSYryFMUjnxPULXy0eEFSOVwsFkP+Gc5oFsdxSCQSYWxADcLBWUqf9O2ReRNlNO+5yRoIBaE2TwNC7ltoNPmcPLvcm+cFhW7Hx8dEo4GROT4+JhKxyGQydLvdsPNmrVZjaWmZc+fOsftoP1TMMNt6ol6v0+v1yGazXL16ldFoRCwWCyovjSD9rlAoEIvFWF9fDxtTybpLde76+jrZbJa9vb2ZM3UlnVO4/lQqFfbskb44QjFJskGpVKLX61GpVPB9n6tXr9Lr9Wi32xwcHIS1HoJ2BQCp+0TWXq0DEdl+HG2jjh8UGFS9P/U7Au8mMMpjZxg+t8hIAFDOWnILoHIcF/yA/ouNLNC8kN49ODjgi1/8Ir/8hX9Mb2oI+oM+n/3sZ3n33XepVqtBsVOvx0L+7MzjbrdLrpClVD3hlVdeYWmtwOXLV9E0nW+/+jp7e3tkMhlu376N6w3wmYQZawk7TiwaRTc1esMerucwGPVZXl7mtNvntFoJjTOeTyyZgHaLiefSbDexY3FyC3kOj49YyBfpdHpoGHj47O7vcX7rAtVqFU3TODg4CMGPZGU96fhAKHpN00JBlCELC0GlnAi/bF5RwrLI4haLoIoSU4NgEswS5C5KQ80ekQwXcXnFuxBDJAhariMoW5SlymeKkhJvQUW3opTEsMnnZMNIRoRUzkqRk9puQTwez/NCzwHOWi9IPwz5Xc38kXkQCkqERvrRiEstcwvMHJEoaE+Nm6hZL+KKq1k3kt0hLnC73Z45KDyZTIb9O0zTpF6vh2spqF+oI4kZqJXIQOidiZdoGCaDwYjV1WXQPNbWlsnnM/T6LXxGWNEJpuVTKpVoNJpkM4scH1Wx7QSW1eHK1W18z6N5VMIcu3j9EZ1Bn0G/R3fU43vtKkPfmqEwVDrJtm1i8WiYMum6LktLi2ha0KgrnQu4/K3CBTAdTipHFJfP4ToWujehUXuE7/cxU+v0B10G/TbRqInm+zgjh9HQwZtouN4IH3D9abaYO8E2DDTHxRwOKZgWvVaNhXgMTB/TiuGbOoPRmPFkgEVkhi4TD1j2p9B4qnyrabgyxJNWA++yN4N19/F96Wlj4XngewbjkYc70fFcAw0f3wPPP2tbfUbbOThjn0wqiz/xsOMput0m3oLPYiFPpXzEQiFFt9tmIV8kFkmwc+4qS4ubdNpDDD1CNBKj4TSwokni6TzpXBw74XIumWdv9wB3CMcEtQibW+tcunABz5/wN2++QbXWJxKJ4g36eL5OMpWl3xtQ02vEMymMSNCu5KhdJ5lO0usO8F2X09MydtRmMmoycTRKJ0dEYwa1SgVdb5BMpIlGUkyiJtFojEqlhucanLRa1BpN4naURCpJ2rbRPJdBo0LK1H94JaoyPhCKXkV/qqsuXKbKaYqyh0BBq0VEEpwThSiHTchnVOpCaA/hxUWIJQAsKF9NtxRkL0rfsqzw0BI10wHOBFw2vxobEDddkEs8Hp/hWcWIyeZSKxRFkcl3qXUG87yqtDuVjSh52WpvdzWlToyOGCMxvpI1I9cR+kuluYDwPYE73iWbzc6kcor3JNkf0ldfPABR3BKwFuMzn8khSrTT6YTBSjUgrKJI8bwmkyFWJJCP9v/T3pvHSnbd952fc2/ty6uqty/d/Xonm5LIJiVZpK1oix0tsZU48AAJMrBgGDC8IhpETuxkECCOjThwECUGZGMCx7YGGsUzYzmxJY3kUaTII1FcRIkUySbZ3a+b3f367VWv9r3q3vnj1ve+84qPZMuR1N3E+wEX79WtW/eec+45v+X7W06tRjIVI5vN8tW/+hInjp9hOAjGvFarsbJylQ996AP82Z/9KflEimF/QC8WZ9BuMlmY5K3nH6TebbNR2uHytasM0xP7cGgpIDLZ+/0geas/8Bj4sFvt0O51iUTj9K5sQjTK5o0WPVrE0kleeOEx8rMnaFQrzM+kKe7sksnFaLebdLt1jh1bpFreCdyavoPxHfqDIBvXuCNfl4nQ7nQ5OjdHPpUhFYvS7HfZrdRIplPslCtBAbZIh2g8uS/pTnDieLTNOISjuSPh3u/3w4RFvSMbttGctYMVbF+UfEvj8JGd+h+NRmm1OqPothbGSRONxOl2A8suly/w7LPP0qh3eM+7/yaNZgNwef/730/pP++Eu9NF+0McBxzfI5+ZIF+I0O+3ecfb3s7azSIm6nP8+HFuXLvGpcsvBW2LRlhYXGTQ7zJMxanVarSGfSLJOO1+DxMP6j1GknEarSb13d0gYCISo5CfxDURmoMm3VaDuZl5PIZEI4FT9blnX2C3VA+dzt6Q0XaI6yzNz1Ef5Ts0m02Ggx4R15DOZIEOt0J3DKO3Pf/ScGFvYYvZitEJ29UEkwai0EI7Bl0asLZk0zk9Q9qiLUx8fy8z0j4PewvZLosLexm+0ibVN3uSq31iTLIK4JUhZgoxVH0ZTXgJFmP26vEIK7cFpfo87mwVLKCFKoFg+0JsxywQ4t9yqsoppPF3XTe0ILRQFRETjUb3JUBJiIqxSnAJOlIJDGAfRivfggSlol5UG8V2bstSGQy8UThaGseF8+fPk0wmufrypTC8s9PpkM1Mkk6nwz14Bdt8+1vPgOeTdKO4vSFe36P83PO48RjDiCGTnmDHqtsjmM1mZL1On06nx7ETpzl64jQb27s02n2OnTjBpZVrRBNJlifzvLDyPEeOL1OZHdBrRZnJHmF+YYLExAxx4zK/MMPysQX+8I9+j0w6juuMnPS+w3Dgg+PhDaQc9UlEoxgnQr3RYLfXo4cXhJJW47T7fdqj0gKp7ASNaiMUuq8G09h+F1uzF9lCWHPfhrzGHb6a81KQFA3kefuhMq1FRczFYomR8jfE94OM2u3tIseOHQHf4bOf/Sz/9J/88wAiTGcYDOC+++6jWq2Sz+cDWNJxSbhxes02g06bXHqOWq3DM089QTo1TTyb4NlnnmFmdor19XWSyTiJRBBanMvlaHUbVKtVdnZLPPzww/RHPGFje4t8vkCttQ4e9Do9Gp0mtUqd7Y0d7jlzD5nMBNFoUB9/bjoo3zFVmKZUKo8iwgyeNyQeTTCZm6BaqeAaQ6+vSrQuU5NT3xWPvSMYvV6+sHk7djqQ4K1wkQuT3Iur3dtOTsJAk1Gaqmo3a59K3/f3YclACAHYoZSdTod6vc7U1BRbW1thRqwNwbRagWNFZXlth6jaawsPO4Iik8mETF2m/eTkZBiBIYaq2vHSnmxNXJqQoJJoNBruAOX7Pul0mmq1us9DLz+FtHPhonZ8tayefr9Pq9UK/Q+NRmPfZgi2w1uamWK2bT+BcOXJycnwfepa1cRRBEuj0aBSqYThmPJv2ELIhtHm5uYwxoQhrPIrKEJCMfxuJLAC1tbW6HSDbMNTp05x/oG38Vdf/Qa5XI5e16PXG/C5z32OH//xH+cvPv9fg/kWd4lEHbojp6oZOPT8Ib4Bx4nsiyKyGaDmRCqZIZHI8PAj72Jm8Ti19oDnLrzEu//W/8Sn/+RPePg97+Geh+4nNzXN9esVTp14gK/85ZfJ5F2WT5/lbzxwP9eur9Bul5mamqPfq+EYB/AYDvs4OIDBcaJ4jMpMDHqsbW/iDnxi0SitboeJQoFWO9ipqN3r4wODXlCpNZXY8w2o7TYd9Hl8zdm+Fq0l21lrQ676Tr+T5bo/2mavaJ8SAMGh1+uEyk0wPzq0mj2SSZ+b66vE43Fefvll7rnnXJApe+IE586dY2FhgcGgh/EM/iBYTzOTUzAcMJnPcvb0SYrbDbqtGrFolJevrPDm+99Cu93k5evXmDHQHvTwXQcvEmN6YYmvfO1R7r333jALdmNzh3qthTEupZ0Kb3nLW+g0OxQy07z44otM5grk83mOHjnBV7/6VZaXlxl0B0Qdl0F3lKuSTLJ+8ybHjy1z7WoQ+hxAkh7ewAc3wvra2i3z2Dtmz1g7RlhMGvaqU8r5YCfiaD9XMRHbqaRrBH0I4wdCfF3JQ2Jo484i4e9yCNuOObuttVptn0Wg/wUTCeoQw9f+qJ1OJ4SPpLU0m81QkInZ6xliYrJ4tCC1D6rCDWVViGEqMUoMWUwcgkWlEs4i22LxPC8USDYT1/uRNaNSynbBK2HvEra+71MqlUJHYrVaDTXhqalAQ5Glpth3u08HWS2Cz/S/nUUsZqEktWg0ys7OToCbJ4I6I41Gg+985zth4la73WZ3d5dSqcTjjz9ObCpPfLpA0/WpRXxKfo9GBOqOR9uFttlvsdlCTWOcK+TJ5nJEolEuXlphcXGRdCrDxvoWhcIkp07ew9CHdrfP4tFj9IeDoJBaq8l9993H+vo6mWyKVqtBu92k39+zAPU+UslMEG448BgOfTq9AY4bxcNANMLA93ATMRqdDp6BZieAjuLxJNVqHW+wp6TIahyHwGynt87JahZTPsiBO+7T0fd2aK1gNzvRT+96aWkp3GErgHb2h6mmUmni8RTNZpvdUpC78I1vfIPNzU02Njbo9QLB8eEPf3hvm81YjFa3QyqbodFuUKlXaLQbROIuR08scezoAjOTExi/z9rNa1QqlcDiazUxToTe0KPV7WGcCPc/8CCLi0eYn18klcpwYvkkhVwA1eSzea6t3OD6tVXSqQz3nj5HcbvM1cvXefLJp0ins+zsBKGb+Xyeo0eXyGaT7OxsMDGRoryzTSIWIZtOsrAwx9TUDJlcHhOJkkpnb52/3vKV32eyo0BsZ6bt8BNWrI3Bfd8PGbg9uaTdTk1NhQy0XC6HCUXClwX32JqD2qDSC2IuyWRyX2EvG76IRCIhJKRICDlKNfH1e8Xd29qvnmOn12sMBCNI0NgLySYtAhueSaVSIQMD9kXj2GaxHSUji8EO67RhLoWMKjzTHqNxh7gETK/XC6OYBPFogwWZ7OVyORQSSiaSg1lQnO27UZ811vJ56NCuPRIY2qt3fn4+zOxVIa/hcMja2loIEW1tbZFKpbhy5QoGl1g0geNEqLfaDDAMCKpbekPwPRNCSY4TFA/TRs8S1sVKmaHx8YyH63h84+tf4+rKRT70/vdx/fKL3Lh8gUQ0wrDXplkt0WmWaVS3iZgOxrRZW79Iq11mIh+n3akx9HqAhxsx+J7BcSJE3RjpRDrQjPuBgmMiLgMf2v0efd9nAPSHAzzf4LhRhkOfRiMIR+739hymmp/jZDPsV7vmVta57Wez7wt7zF+H4zhsb29TqVT2lc5QpJnBJTdRwPcM/Z6HIVCgPvWpTzE9Pc3KygqxWATHgXe9612hgucbA46h1Wlz4+YqrU6Tbr9DLOniRHy8QZdCLsOJ48skkwla7QYThTyLS0eZmp0hEkkQj6fZ3a1RLtWolZtcevEKR+eO8dRj36K+26BerjM/t8TSwhKF3BTlYpmIE+XvfPgncXBpN1t4gz7G9+h2WlTKO2xu3KBU3CKTTgA97n/Lm5idmSIWiZJOpuj2e7Q7XXbLFQbfBfu+I6CbceZlO33E8CT5pSnbmZ92ludgEGxaUK1WKZVKvO9972NhYYFarRZurvulL30pvJ+0V7uQmExH2Ct9YEf62Nq0nK8STNKMfd8P8WoxQmn3gnQ8zwvDx8ToBfXIQhHcIw3VZvYSVsK2Yb/jUjCMvXAEidmp6eqnHTI5HA7DcgfSZuTA1jjoWt/3Q+Fpa2Zyqup6aeeK05dgkoBRm+0cBTkJ1SaNryyERiPY/EzhlhpX3VsWYTQa5ezZsyGMt7W1xfz8PNVqldxEAM3FYjH6vS75fJ6dnS2SyTg7K9dxo4HGGu15OA5BOIjv4wxHmumon2fOnGF2dpZcLhdquYVCgeRkjm63T73WIpmaoNvrUN+tUzJD6pU6P/bud9CrV5mfLrC1fo2zp46wvX6ZH/vRd2D8Kg+/9Qzrm1dw3AGFyRQ/+ff+NstHjzDoDSju7OIPIeJHubm+xoWLL1Fv1mgPegyGQ5LJBIN2F88Y+oNRGWzj4Btoj7a08z1DNBrZN89fjdFrTY4z61sl23LX+7bvZVtFthWhIItms0k05uL5e4XXVldXg/LR3S7tdqCcFHfWQou+3e6GJVSOHTvG7m6RPj5uPE6r16U96LJTKdHouUHcveMRwSeXy7K2scHJU6dptFoksxNs75Yp7pZYmD/C1tYWk/lJIo7Lk489wZvvexNPf/NbLC8eZWZmhnKzzmR+ikcffRQXl+P33os38Fm9vkokEmXgd5iemcTzBkAa4/i4riEazbK9vcm9995LLpfl5MnjXL58heKVIpFYfKQ0xu++8EqR7QhS1IyYuG0aihlKk5JWJm1fEML58+f5xV/8xVAj73Q6PP744xSLRY4dOxbG1sMe3KPaJcL+5SAC9jl+hRWrXIOciFNTU+F1iqhxXXdfqWBbexb+rP7JUSzsUbXVi8Ui2Ww29EcIH7fj3uGVUQ22IBrHREXS2LVwZErrHtFolFqtFjJ7MTE75lqatM3Q7Zj2fr8f1htRaYBut0s2mw3zAuyEOTFrOVq1ubeuUaSSbXEIslJikDS/XC7HM8/cYGlpieXlZfr9Ps1RGr3q1Wxvbwf7dsbSTE9PAx7VapmME2XQG9Lvd4lEXCIRgz/wMJ6P4/k4PnRiQW7DysoKFy9eDGvMNBoNFhYWmFiYwfeC+iyGCN7AUK00aDRaTE3O0G63WVo6gpvwaPVb+CSolNv02w3wqkSjfb5Q7xCNuhxZmsP3PZ5/9mlajTbra1skYmmSkSSVWgUiLrFEUP3z+PFjTE8VWHnxIlevXsWJR3GMw2CUkxKPJnBMBDfm4g9fOwMW9hi97Vj9bknvz56r9r2E1Y9DQFIa8vk8vX4nsPqiiZHQ2SsQNxh4FAoF0qkcn/zkJ/mFX/glVldXOXnyJO1Om/vuu49vfOPr4MDQ84hEopw4dZLd6lW6/QFJL4lxhkRjLjeuv8yx5SNUdovEMxNhxFYsEWe3VKLVbFLI5dnZ2eHv/d2fZGNtjbmpaaJuhOeee4787CzGGM6/5XwAAyczPP30M8xMTQdrLB5ldnoqqDWVjhOPRymWtqnX65w9c4pup4mfHlAqlSiXy8xMz1EqV2g1uzjRNrVq45UD/Cp0RzF6SW07+gMIMXKZlgrPEyPVwtLerq7rsrCwwIMPPriPGSUSCb74xS+GjhPBLIJpNMnE4OxSt0peUviX4AtBKqqzEmKAI01bOLW0YTFQQUSwp4UrwkZMTtZAt9ulUCjsCxmVM1Wli7Uw9NxKpRLCFRoz7c5kFyobdyALBlFMvDEmTPSyHY6wPytW7033kjCr1+vBtnv1epgPYftF7MSdVCpFsVjcJ9hVsM7OrJUgKxaLTE5OhglLKvJkw2DD4ZCdnR3S6TSNRoMLFy7gui5z80Hi18L8Mcq7DfL5KWamF2g0WqGgSyQS9D0gGuwY5ft+AIEYcGN7MeVm1H+7yJQsB8EOdgSK2gaws74JwIa7uyckB8NX7AfqeD5Dx+Faq7MvqcgYl1anSdNvEIlGGA67tFtd4sM4pY0tShtbo3fjkYq5MATjOEQTEu4exgHHNTjO3o5f44x8XAiMwzj2deOMW5q17duC/cl7NqToRgy+T1j0bDAcWY4McVxDxIvRN0OrTcNRTP6A4bBLKp3G8/o89a0n6PV+llq1wvLyCeKxJMb4DIZ9YoM0mckkTtJncXmObMfFOAMquxvE44ZaY4jvGoqVMtFIknajzckT97J6eRN6hs3SamBVTnaYn5nh0b/6/5iemic5W6Ddddja7FHbXWPiwRyeO8SkHbaaW5y67zitcodcpkAsG8WNpEgk49SrDYrdJrPTi8wW4tSrNYrbdejusFuqkU4FFW2N7xFxodOqkYo7VG+FsXKHYPTSzGR2y0yvVCqhZmjH5ArntSv+dbtdqtUqnueRTqf5qZ/6KT74wQ+GZmGj0eCxxx5jfX19VBzICWPMlUEoQSMIQpit4s41ie2YejnEFGqpcDFBN7JShsPhvmzQSCSyb7cpMeNGoxGGMipEUFDIcDgMd4TXZuWK19eCUkijsilLpVII/2gBitG32+0w41jav13/R0xctdjHnc3yVci6si0SJZwpakrx7nImj/9ODmdZZQrFFFOXcNFY9HrBJuBbW1thyWQxKFkXGl/PC3bemp6eJp/P0+12w2JkMucvXbq0b04ZY8JS15oHgoNsLfTVDtiLArN9B5o340e5XGbQ65NKJCmXyziw77DHW74LrRk7Zl9zU3kQ3W6X7e1tstnsPqasd2lj4a+npR/kjB0/7N/bUKGuP6jvtnVrW+wac9uBq/vb1WVVVlpKTaPRoNvtMjMzwyc+8YnQmvc8j1QyxfTUDLF4JPT/bG8XibgxHBMjlcyRy00xNTUTKl2tVovJyUmef/5ZEolYEMkV2/PZiY9kMhkuXLjAN7/5TYbDIeVyid1KOeAtnS4XL17k0UcfJZFKsrS0p4iur6+HdZZefvll1tfXabVabGxsUC6XKRaL9Hq9UdnpFplMhomJibuv1o2YuBbpcDgMB08ahh3GJY+7YB5BC7lcDt/3mZ6e5h3veEeI5Usz/8xnPsNgMAh3rZKjTkzdDllU+QJNMDFKOX+N2ctwlRNWk1LFp2xHqDI9lcIsSyOZTIY4s6wDGyu1MUvBU7bQkeNSQlCx7HJOzs/Pv0LbF6Si2Hk5lm3tSwuv2WyGUTLa1EXp+rY1YCe16V3K0lJbpLnpvUgAiYnbeQIqu2BnRIthaGx6vR4LCwvU6/WwZnsul6PT6YQbUMfjyfDz7OxsEPu8s8PC4kwIg12+fHlkJe6EFlkgbPbaaSfwaQ4C+xJ87HG2gwg0x8chM5s8L5hzkUgkCJQcXaa/vhWuaePbsD+U17bUtra2wjbaWrraJOYu4WU788eZtp43rq2PMxt7vtrYu8bsIFzfvh8EuRNzc3O02+1wXWlNQFC/yE4G1F/HCTbaWUjNkknHWF9fp1jcJZGMUatVyGTn8Xw4d+5NPP71x+n2h1T7NXZ3qgyHSXr9DsmEw8qlNZyByiW7DAeG1dXrdDtD+v0h3W6fTqNLIhql3+5w8cILdDodtmLr3Lj6MidP3EN99yadQZtvf/sp3v2j7yKZTNA/0+fo4hFa1TYXvvMcN7ZWed973svGxkaoQCZGa6DWaHL//fdz/fp15uYWGAwGzM8vUiqVAAfXjZJORyndYsLUHaHRawIpSkMatJioJo8Wuo3h6X+FXzUaDX7lV35lX+SOMYbPfOYzXL9+/RXMyhYwnU4nLJTV6/XCCoLScjVxBSUkk8nQAsjlcuHmIdLSxSSF/duF07TotWGKIAppbYIq7AQvMT3bklF8vRanassL1gLC+zaGFyhZAAAgAElEQVSbzbC4VavVCsM7beez7cTcHWX26d2o3oqEmYqH2Ri/nieYRcxHPg8lidk+Cdt6kKYmy0jjJEahcZRws8sAK/mpWq2G4Zu7u7vhfY0xIU5/7NgxIBDA586d4/nnnw+ZvDR4+WLUVwk/myGORzrZseTSSkW2sBqnaDTKmXvOcs899+xtxOLvafQiPcdui9o2rkFns9lwnASN6Bi3UGxL5bXWqW0JjEfIHGTVHISzj2vztoKhSKidnR3q9XroF9Ja1zq179eSU9kPIuxazd7IghnS7ba5dOkFqrVyqFRMTk4TiTrE41Gq5Qo7m9usrW7Q7QwwxBl2HQYDj17Pw3Wjo+iwLpgBx08cIZ2JsjA/SyoZp1ouE3EcSjtFGvUq05MFitvbLC7McfzUUT74oR/j+eee5YnHHyeXzvD8c88yGHboDoIw0i9+8YtEIhGOHTvG3Nwcp0+fZn5+nq2tHRqNBjs7lXAurq6uhhZbp9N5Bbz3WvS6jN4YkzDGPGmM+Y4x5oIx5l+Ozv+xMeZlY8wzo+P86LwxxvyuMWbFGPOsMeahW2rIKDLDjsKQma846Hg8HhYi00vVIAi2+Jmf+RkWFhbCyd5oNLh58yZf+9rXgkkwYnB2BI+EQiqVCpmkNEZbqChmW/CCbToL/9ZzlaCVzWaDRJxeMPnEpPXC4vE4mUxmn5afTqdDh6Rd4VICQM8QjKHFZGcAa/wkuCKRSHjPeDwejl21Wg0FnR11pDwFRbJIc8/lcvs0Wk06PV9MSsJDMFWv1wsTucR89NxGo7EvnDOXy4X+DhuSMMaEgkqTvFQqhf3e3d0N39n169eZnJwMq1Jeu3aNK1euhHDgs88+G86DS5cuhdnWEqYSspqPdoSQfdhRI+NM1B4Hm4FqztpH1x9y/MwpTpw9zcDzGPp7JZntmHExx3GmrnEWE9aakIIgR/VojYaKgUhz3Nac1Wf9RutCTFVaqKAjwaqaH/Z1diSYDvt3su6azSbtdpt6vb5vr1dbcAi2UHt932dhYYFisUi1WmW0MSwA7XaT//SHf0CtthskS3pB1NFkLs9uqcS1q1c5f/4873znu7jv3jdR3a3SarRptwJ4pt8Lxv3+++/n7T/0EGvr15idKxBPRsEd8Jbz9zGkw4nTSzgRj+6gycx8Ht/pc+LsMmtrNzj/lvs5dfwEmWSKMydPsbm5BtHAEpmdnQ2LGHY6HS5fvszKygpLSwvEYjFOnzpOcadEs9HC4FDerVKt1Oi0u6RTmVthrcGcu4VrusD7fN9vGGOiwNeNMV8Yffervu//6dj1HwTOjI53AL8/+vuqpImnCS1mpIWkySwIQBN4z9M+CDM3f+InfiKEWXq9YKPoT3ziE6FzUZUibYedGKy9oMQshb3puQqFHI8OEEOyJ68iVWQRaC9bOYdtOECkBCZltoqxSzNUNq7tC5DWbOcAaONtbbOnyCO7ImM0Gg39BnaBNZUt0POU4AVQq9X2lQ8Wc5Hlo3NaoHY5h/HFrwWsZ2vCe54XVsmU01nPkP9BNXTEjIfDoLyEqj0KnzfGGfkYhiwvL+P7PtVqlXf+jYe5efMm9Xqdc+fOhXChYL7gHe9BL3ZEmJ13ob822VqsXZxv/HubIukk2akCUTfCMGJwnShuUNUgmKPD/QLj1SCgV3uOPd72fV5LG79V0vxXn+37jI+Nnmn/xj5vBzhoTdkWLASVWMerlm5vb3Pu3LlAOerXePnqdd761rdy8eJFHMdjcqrA1tYWyUSWTqfP29/6Qzz25GN884kn2dhdJ/lyhEjEpddtMjNbIBFLjnJuAqf6y9eu4Hk9pmdy1OolkqkCCxNzrK5e5/R9xxkMBjTqHXp+n67fJJZKUWuWmJyZJJ1K4HsDXAxOLEJuMsfpxDKnjjxAv9sbVVONBUomwdxbmJtnfX2ddrtLIrG3m1k2G9RVUj7QrdKt7BnrA4rjiY6O15plfwf430e/e9wYkzfGLPi+v/FqP5BpOW7e2QlM4yazzeD6/T7FYpHf+Z3fCZm4jscff5xvf/vb5HK5cPII6xbOb8fTw15xLrXF3mBbTFKMz15AWvha3NKqxZykddlVAQVTyBQX3gyEjh49V8zbxn41bq1WK3y2XeVRgk2apR1DL8EkX4UwfnsHK/kfZMEA+ypp2r4S21lrTOD7yGaz+0o5SJO3ozuEwSosUuV0BdtJqMbj8VBYDYdDGo1GCP3I4stkMvsEhIpEuW6gCW5urtFut0OBsry8zMb63tTc26w8Qr+/t+mJ5qbarX5LE7WxcztL+yDGeRDzS03myMxMknCjLB4/xsb1VYxHUGIBcHH33fNW6bUYuY3R23+/W7K1dPu+8MpCaLagGhdW+s72+yiE2qbhYK8ktTEmjIi7ePFisK1gp84995zh8spFcvksV65e5mtf+yvO3Xs/mTcl8IbgDH1arU6QQFeIE08ZPK/HbtnDdfr4Xoq1mxtUqkVmZ2dIJCPEExEiEUgkHdaLN3Bdw5vfeu9I+eoznc0zNT9NIp7F4FJtl2g2qmytrePg0ml2OHH2OPVGmWgq4BHiTdFolK2tLVxj2NzcpFquBH60VLCHsSLL9P9BY/tadEvOWGOMC3wLOA18wvf9J4wxvwD8ljHmXwBfBn7N9/0usASsWj+/OTq3MXbPnwN+DgjNSr1425zTpgvCgsWopeWLKX74wx/m9OnTACHWWqlU+PSnP83U1NQ+TXs8LND39+rsSAuV1i5mb1fCFCO1GYBi6mWJaCIKsrGZ7HgEgR1tZDvxxFglDKS5SrMVZi2t1ja5FeGihWA73OxIF1vjFEO1tXQbF5Xz2M4M1rVymmmRT0xMsL29HQpEu+8SrjbDEVQiy0vll1UqWmMEe2F5KoalkFEJJ5n8zWYTzwv2CTh1apn5+XkikSDCZWlpiUqlQqfToVwuk8vlKO5UQuul223juoZms72PwdqM3/Yf2DDCQbDI61HHH+JHXQbAAJ/BCFR1PRgC0TFs/yCn5jiNW07jdBAs89ch/d5+rs30x68dHx/9xp6/UiLschs2CSY0Jgj/1SY2vu+zuLgY7PWQDObezMw0jz32KA89+A6KxSrTUzmGrQH/+KP/Cz/6t99LfiGD4w5IJKNEYzkwAzZWg5pOhckckYjhyNFZavUynt/jxMIy6Zk6jgtDp088E8XEknQ7A7qdPhs3tzl16gzdapvtnR1msrNB0bjBkHJpl91yieWpY6yurnL27NlgPXW6lEol5hcWmJubY2lhkSeeeIKpqRmKxSITE3lKpV2i0ShHjhxjOBwyPz/PNzaevKV3dEtv1vf9oe/754EjwA8ZY94M/DpwL/B2YBL4p3qXB93igHv+R9/33+b7/tvGIzDsapRi6JFIhEajETpMFdEhaOO9730vQFg2oVgs8ud//ufBxr8jbdfWAgTXSLOTINGEVx33VqtFt9sNsznHBZINSdgOLc/zKJVKoe9AMAzsmf42BizHr+u6ofASXi+nbzKZDNtjlxvQ5iZ25IsNn0hg+L4fllW2Ny7QmOta4dx2DkAqlQoZrASeDVupfbKo5EhLJpNh+Qf5MuzSBOqr2ppOB2n82gBGltFwOAydvMPhkGw2GwoiwVOCcmxLIx6PAh4nTpzi4ktX6HagkJ9nY61GNj3P5nqdE8fvJRHPcOLECWKxCINBb8Rc9mrJSKjZfiE76su2arSBht7BOJ5uM1aNYz47wbGFJao7JTKxBCnfDQ5c0v6eT+DVNG5ZGjbz1lySsqI2jTtv7Qzm13LM2ud1va1Vjvsq7P7qO81b27rQelKNI99zcZ04nfYA14ljiOJ7QfRLv7fnR1DftNa0vhNxl1q1hDcY4Do+jhmyunqZTqdEpfoyHg2ctI+biDCZn6Jd7tDa7dEoNckkszD06A3KLB4pEI15tNoVrlxdodvtk89Ns7mxS7/dw+v61HebmIFLxI/RqFRh2CaT8li9/hzl0iaJpGG3vUFzuMvEbBxv0GEqmWft+Zv0Ol1WLq2w8uJVijd3mUpPkU1niEYNX/3GF2l62zT7ZZrdHZaW87zp/qOkUx6phKFdr3DmxPED58JB9F2FV/q+XzHGfBX4gO/7/3Z0umuM+SPgY6PPN4Gj1s+OAOuvc999DljBBUDo5BwMBiEz7vV6FAqFMMPyox/9KJlMhs3NzXDTkE996lN8/etfDxmKHcUhvEsMTMzCdd0QosnlcvvS+MXQtBGHtAwxTc/zyGazIaMULi3sX/0cdz7ZoZntdjus7ijtWoeYsL0bk0i/lcCyrQIxBxsWUZU9OWqVxTnuWFTf5ROpVqvE4/EwJluCQP2FPWZgJ06p32GdEX+vcJ1gJFk/eteyJObm5igWi2HYqKyzcrkcMndFLKkmkF3SVowpkUhw8uRJrl+/vo8RPfLIIzz66KPU6/UQorMZk8ZEfdFcGP9rx4Hbcf8ak3FnpUjCubK1w9bqGtevXOXyiy+RjSVxHHD8IPrGd/aiog4ivSPbWgNe8V50btxKsa8V2bkimkv2O7V/82rYvsZh/Hvb+tE9BZ/a5+zf7wkPL1SgBOvKQu/3++xst0kkAn9Nt9dmbm6GXq/H448/zvnzb+XokRNE3WC8/tk/+1/5tx//1wxNm1jcobxbYuB1OXv23jCb3fd9JgtTtDstXnjhhWCME+4ogmeS1dVVspkcw4GhVCyysLBApdzg6NHjdNs9Os0Wdb/J1tYWZ06dpV6vc/LUMfomieN6VHaqGH/I/MI0qUySeMrhzD1nWTo6T6PSYn4xx7DfYaqwRDYdpdvxiSfgueefOnAuHES3EnUzY4zJj/5PAj8KvGSMWRidM8DfBZ4f/eQvgJ82AT0MVF8LnxcpEUQ4sRaxjd/3+/1wg+Pt7W183+fNb35z6Eybm5vD84JNL5577rlw4qv0rSwCZT1KM5BGnU6nQ+3R9/dKIMiEBMJSuNIeNFmFMdsOXnsjDjvb1GaGgiZkoZTL5TCT0t52UIxEGrkqNcpBHY/HQyEk7Xw4DMrPKsQ0nU6HJY81DronEG5ibIdcSitVuQLFt9tOZQkRMXdp/LC3WJW5LOGhdio7eRyPnZycDPfFzI323ZQTWAlYiuCxE7gUSaOkmUajEY63ykbMzc3hui6VSoW1tTUuXrzI0tIShUIhZGwKrbRDGO2oFltztX8zDvnJatH70//231gshtPq8fF/9a/5q7/8bySdKHG982gUJxY9MORz/LCTu/TZhuwOihqyLY6DcHxb6I2fe7XPNtntVv/tMYP95Tls4aLP4+2w37XWmi1YxyPbAgvP58tf/jJnzpyhXC7T6fTwCbZcXLl8lWazRb0eQH39ngqnZej1BsRiQdj0zs4O0Wic2dlZkrE42VSak8vHcXFpVBu4RDhx9DQ3r22xs1HB8RO88MIlms0uU1MzPPzwD7N68zq5fIZmu45xOszOZUkkfeqdIqXdTZ597ttsb2+RyxXY2NhhYSnP7FyWXD7Bzu4qmXyMdneXI8enKcwkuVW6FY1+AfikCXB6B/i/fN//nDHmK8aYGQKo5hng50fX/z/Ah4AVoAX8zOs9wH7pekk2MxTEIcbqum4YlfLggw+GWrzneUxMTPD5z38+jJUXHGRrNnLeyTmrBScGpAkmZg17pXvt8DstajsWWAseCLVVPV/WCOw5c+1ibJrMElB2dJAmuL3Tk7DyfD4f+iXsQ8xGPgl7b13h/rqnxs/Wzu0MS9WakQCSc1VC0maAWlz2Ilc2ro2z2042CXaFUsoX0e0GRcZkQSh71XbqKtJI1oz6LAamUMxcLhc6vyRc5+bmQjhGYzqubdoQg87bkMO4hqtr7OShcSjEPmeMIecGZT1iURc3GsU1zj4Q1PFfmXVq0zgjtgMEDnqeyO7POI0z/3Ht3D73anSQULDH0W7/uJUAe5CUPdbiA9Lm9VvdczDwiEQdJiZyJBJx0unA0q7XGwwGA8q7OxRyM4FT1nFZXFyk2a0AEZKJONVaiXqlzszMFH52As8bEI9GWZpfJBYLBP5WKUhGW1lZod8bMj+/EGxDOHCpVhqkUxPcePkGjUqTCC7NepN4NOBjiXSC3eouTjrBRCKDE4PBsMvO7jbpbAY3FpTOcGIuL126SLfTJJVKEDEON27cYOhBp9Nma2vnNcfepluJunkWePCA8+97let94JduuQXsZ4QHhaqlUil2d3dZXFwEgtj46elp+v0+H/jAB0ImJ2z+t3/7t1leXqbdblMoFMKys2KqKiegjDotcD1bkS1AyNxsvNuOo5eg0AS2I1mEu0vDtmt7iOmJESmkTNEjepbtmHJdNywCZn8WA4c9R7Qdoy8NU4vBjjrSgtG42E5nWT7KEpbQ8X0/hH2M2dsvVtCX4zjhdoti+kpYklYNe3H/Cs1Um6XZdzodJiYmKJVKo9CybFgvyGYAdpauLUzUplwux+zsLI7jkM1mSSaTLC8vh5nB1WqVCxcu7NuzeNxxbVsodpE7+Tfs0FHYnzErWAX2O95tOITegEyuEIx9dATPjfidbwBv/4YediLWQTTOiG0mr0Pv3/Yv2TTuqLfhwPHw2XHhN762beZtQzTjcfLja99+zxrjXm9vT2TtlSDoTiG1R5aOghnQ7QY+vXarS7fb47FvPMGRI8fCOZzJTPDRj36Mf/e7/wY34tPttPG9gE/cvLk+GoMh165dY+nIAtnsFI1GneWjx4jH49RqDdKJCRxcjiwus729w9nT91CvN2m3+kTdBP2uR7dd54knnmBhYY6r117GGB834tEbNvHpcObeo0xk8ly8tEJvp4PvGiaTs1QrZZLJJC9fXSOXy1JvdImYBG0DsfgEUH/NeSC6I0ogwF6ooe/7YVq/qkhWKpWwdovjBHu/3rhxg49//OP7Nrru9Xr81m/9FrlcLmTkw+GQXC4XOmkFlYxrPzbcUKvV9oX/CWPVBBcmLwYuzVPWiP4KZhLsIAxY2ql+m8/nQ6ey6pjbFoDt6KvVamQymbA/mUwmhFLELPP5fOjrkAVha5i6V6D9DMJFLmFTKBT2Zc3K1wCEGrXGQMxNsIqul7YuIQOEmrcYuip/6hpZSWKwEvzKXVAfJKjkhFVkhvIktKl4PB5ne3s77GOlUmFqaop2u82FCxfC+XXp0iWWlpbC9yWmYsxe/L+Es71toxiV/Y7s6CmNmeAHIOyfHWLreR5xN4Ln+aGA9I3BN4TMHm8vdNW2UEUSGOMYviLa7Ei18d/oPdk+GhsfF9mCQGOitWePh23hjFsMNiSo79Uf2xLSvaVQAPv64Pt7eyJrU3n5qo4tH6dUKoMZkEwGzDgSiTIzM8fnP/8FfuM3/lVgpU7kGQ6HnH/gQXzPYSKbI5aEiYkM9VqFuZk5bty4Hig8sSSNWpNOa5WJiUxgDeDR6/Tp99pEIh0ymQkijsP21nqQk9FqcWRxCd8EcOGN1avcvLmOG3V461sfpNlrsVutsHziGJXdMu1unROnj4PjUG10uLm+iteFVsunUFji3nvP0mp0eeHZF6nXh/zIww9z4Vv/hVuhO4LRj2sLWiR2nRgtJmVrvv3tb+eee+6hXC6HWlapVOLKlSssLi5Sq9VC7NjWPqSV2rtQ2dq1Fpo0eS1EO65cbbELddnanKJDxCSkxdnwh62lKDtUm2UrKekgk1qQjvwZuocYXS6XCwWQnUXr+36osUrrt4WZEpCMMWFRNdXVUeaqFrqcxcaY8J52cTa7YJndf0FRWsBKctPCt5m3Xb5BjFWZqxJCEpB6X0DoMBY0Z0MXp0+fDgXI4uJiyPi/8IUv0O12WVpa4tq1a2EIabVa3VdiQXPJho1sCM/WnjUWmr/jZEOJAJ47gi58P0BszP7wNc94oVV4EI1r45ortvU0rm0fpEUfNOfGISP7s63Rq882ox8XFrfyTP3WhkE17sH99iwQrXHNu6mpKSJujMFgSKfTGlmAgeVYrzVpt27iDeGlFy/x8A8/guM4FApT/MgPv5sv/bcvYCJ93AikEy61coWIcXExTKQnwHjkcgEMVNwtB+u5F8yxiYkErXaVE6cWOXVmkRs3bpCIzgYRaM0mrgMnjp/i2PIJPANDf0gskWPQr1Ou1BiO5moEj8HQ58baGvfedz9+1yWViNHtttjZKZFNT+AZyOcKfOnLX3nFWL4a3RGMflyLENYqRmMX4Wo2m+TzeX7+53+e7e1tZmdnaTQaRKNRfvVXf5V4PM7GxsY+qEYx2tJu7ZozsB8ftJmToBbVV1GlR2mYcnLK6y8mJqYjK0NwhrJtHccZmY2ZkPHLYazkCTFKWxtUW8WsFEmkiCGFROoaWzsSbGKPt425A6Gz2GbeKjNslxSW70IlIbSwJSjVPz1HwiaXy4XvwQ75FKOWg9d2ko9riBpvRSspOUnCTYtffV1eXmYwGITVAQuFAlNTU1y4cIHp6Wk2Nzep1WqcPn2alZWVcM5JMEvrH4c8RLZWbEMQmsvjWLS+swWHMQbftXDmEbM3Y0HJdnTMOAMdZ+K67iDGan9/0PV2H+z5Mv4M39/LWLaxd/t9aW5pLo8LPVlbIjtCzVZi7GxyewylROg9dDod1tfX8fyBZXlF8Txod5r0+3W+/vWv8+b73kK1WqVQKDAc+vz0T3+ESnWX5198hnQmSrm4Fva5Uqly+vQpNjbXMMaQzaaZys+QSMSoDnwSMZ9cNkU2E8Eb1om4ESayLtHsFM1WCycaZHJv75QYekEEVX/g4USjeIMuZtghk4lx7MgSA29IJBqnXG+wvnGDTDxNLFGgXN0IIs82d5ibz1OrNZlbylO8eWuFiu+YomZivHaUh8xv7VcqTfwjH/nISBIHIZaJRIJPf/rTYSSGwupgry64IAWZdzZmKYZpl6iVw1GMR7i4Jpa0XDF4MQf1BwgZlyJb1C7f90N82IYKxOxfa4FKgNkatnwEsLdph90upVeLbDNa+L/wWNUDklCampoKmbsiWiTAlCGriB9p7fb42dqWnL0SKIqasN+FXddGloMErCAj5QCoXLExJhRQwm3n5+cpFAoAHDlyhHe+852jHXuCWj2Li4ssLCyQTAZlgXd3d0MozE6ik9CxYSp9b79vG7tWPL8dTmof41i54zh4rsFzDTgG7LlJcNgYuNrxWvfUtZonByUdjZM972wo5aBjfC5pztnCwB4jRS6Nkx0NpL+KcLIhm/GIIVvrV2ixlLFUKhVG7tVrTWq1Rph7E41G+YM/+AMmJyepVGq0RvX9Z2dn+chP/wyVcpV6rRkqaMlkmtOnT7O6usr01OwIqvKpVes0m+1wvjVbdcqVIsYMuX5jBc9v02zWSCTjDLqdEHKNJVMk4mmy2Ty9Ltx37i0cOXKcqckZLl6+xNbONt1ul3PnzvG2t72N/FSKlavP0xnUaXXKTOTiOJEus3MTbG5ff913KrpjNHobYpBTsNlshtEZiUSCYrHII488wsMPPxxqvZlMhu3tbT772c9SKBTCdH8xP9WId103NOuBEFaRaW5DBHJm2pqEIniEr4q5CPaQFixIRVaAGKm9ibkmv+0MkzDQhJe2LQajNumzFoIyesU8bR+EoBXBTTbkIGEjJqprG41GOCa247Xf74dlHCRMNCZqrzFmn5NXUJl8D8A+/4ssAGl14+a/tD99JyjKriSqcgkaAzE19Vebtqjksdql8DxFapXL5RByU/kFzU2bmem92RvISEk56L3KIlSfbEe5vo/FYjjDIZ7n4/ujZ1pRM67r4o3mjeayxkwM3C5bYc8RGwMfx+jt9WczdvsdSLgeFDVkX6f3NP69yIZB7WfaFps9RvY97YAJQTe6p8ZeME8kEmFnp8xwGOz2trhwgnK5xNDrAz1KpSLtdovKoE6nXmLpxFHAIeYkOHfuHKeXT9Hu1MgVYhTLRQZej6jn4Cd9ktkog90ucaKQ7OEkk/jG4+nnLjA/v8j05Azl4pD7zryPlUtX2Ni8yczMbJBR3h9SqdcYDH1833D9xg1m56aplNYpFHIMvR6zc0vE40nwI7SqLa6vrBKJO8xML1Iul5ifWyASiZGbzNJu9SnMLlF6ee3VGatFd4xGL2ail2mHJubzeRYWFnj/+9/PL//yL4eZl9qE4/d+7/dwnKAEgeqyaAFIa5XWrsPG3e10fJ0fd6BpIeizYAtFcug30ui0GKWB2nixbb5qwtuasY1LRiKR0BkajUaZmJjYp1GKqQi2sB19Elza6EPMVptzAyE2b5d6EBPZ3t4O34mYpCyDXq8XVvI0xoQx7bYmKSEpBmoLFY21XahOC1+lipVhqr7LSpHAhL3CcArfhIDpZTKZMIJoZmaGdDrN+vo6iUSCmZmZUFArd0EQlM3AxUDsd287XW1ow36f9v9iWnqXeob9vmwYRufFFDV/9Y4VeqvrdPQtQSBL1LYYNDa2s3ucbG1ef18tIuevS7ZW/mr3lFDQc31/L77ebpvaZ0eJCRVwHIetrS1WVlbY2Qn2GVC+SLvd5rOf/WxYN8kbCY5ut8eHPvQhwGFnp0QqlQoQhUEf3/eo1KqUykVKlRK5iQK9Xo+dnSIPPfQQ3XaHVj3I3Xjm6adx3MDSvnr16j7FdXNzE2MMx44dI5vOsLG2zjNPP83Kpcsk4wnazRaDfp9YJMr25hY7m1tUShXSiSTlYolrV65y/ep1Nm5uMDc9c8vjfkcw+vFECr0waT+NRoOnnnqKj33sYyHDmZycxPd9vvnNb/Lss8+G2LZtHobakmXejR9y8ilEy2ZSmkiaTDYj8/2gSFa73aZSqey7VkxfmKS9pZ8EzriGJI1cQsFm4sKwJVyMCTJdG43GvhBRLUotAnuzcmMMtVot1O5VRsF2dArm0fNV5hcIv1dNezEtaf2CyKTtCnaxQy5t7dL2adjx2kqikkM4qFezh9lrw3VZKiqzrMWtyCG9w1wux8TEBCsrK2xvb3Pz5k2efPJJSqUS1WqVq1evkk6nw/kkq097CY8zOetzgr0AAAm5SURBVNt3or6Pwxzj2Lbd93Hfia1l24zZ1lDtZC37eSJZP7ZVrOfYkIfdhoNofG3oOd9LRj9uub0W2WOh92/n2WjNyaqWwiIlTX2WUqMAikwmwyc/+cdkJ9I888wz+5zo73rXeyiXK3T7fTwP0tkMrW6HVC5Nu98lnc+QmkhRq9TotrukEknwgr1sNzc3aTXqDIcDXrpwAcdxuP/++9nd3eX69ev0+31mZmYolUr0+33K5fK+3d7W1tbCgI0nn3wSYwzpdJazZ88SjcaJx5MYEyT69Xo9qtVbr0d/R0A3IlvDEUTgOEGZ2d/8zd8M8Tff99ne3mZmZoaPfexjRKPR0CG5vr5OPp8HgokrRmiH+PX7/XCDAx3CescX4ngyFexpJYIMVD1Pzlsx3HQ6HcbsK3tVTllh8tKYdQ9gX5GywSDYwHp+fj6MMHEcJ6zGWa/XabWC7cWk9WoMlUdgZ/K2Wq3QP6D+2bVkIpFIWFJAjtNkMhk6rrrdbhibrzYLe5+YmAjhNjsMU/0ad/4K1hiHOIwx4b0ymUwoZJVZW61WSafTpFIpZmaCzbUVXifBNO4vOHv2LDdv3uTo0aNEIpFQSL700kuhg1+hnEC4DZ9dx11zVO/G/l90kHYv4WkLVtsnZZMt8Ox72X4gCQFbSOh6W2jaWrDmzTj8M77+bIevBIONl/+P0kG+hYPIXpuam7YSZ1uFggLlTwoi9vZ2fGs2m6TSifA3qVSK3ESSra1NYtE4ESdCb9AhHk2yuHiEd7/rvQzjDS5fuYSJ+0wvTvLiixfIZlL4vsEkXeg7DAZ9UokgQGT5yFFcz2EwCvg4feYksUSKF198kUg0yvz8PLML83S6fbLZHMVSiaOLC3zn2aeZnp5kIjcqke0bXONwfHkZ14mSSMUpl8rUKnWGwz6eZxj0PIzXx4/e+ju5Ixi9HCk2XCPmown7wAMPhIxKdUmeeOKJ0IkmRrq0tBTWc5dGK41H5pM2Ghdjt3eQEmOwvfmqya54fjsWWJivGKisg1QqRblcBvbCxBQRomeplkY8HqdSqYQlF2wnn5hPtVoNmbgYkyayKveJgcjRKehCfZVD2tZ4yuUyU1NTOM5eqWS7JKpqxGez2VDw2BEPupcE5+TkZLgfqxi6GIXGoVQqMT8/H2ruqr+jschkMqHzW+NnO5inpqb24d3RaJTp6elwc24xeRVZy2azVCoVisVi2N5isRj2p1AohAJHPp1OpxNuOWkLIDEclZ7WuOt9aVyNMRQKhTD8V3NJFo+NodswhA31jAtC5RqIodt4t55vM3P7fhpH2/J7NS1d19n4uNamNGkb7jzot6+mrdvWjg3z2VCVbS0q1Fb+l0Aw7t+MRb6zYrE4Qgb2KtQGyX6NfcmKxhjmF2b53Of+gn/49/9ndko7ZNMZhu4Qx4d3v/u9/M4nfoPZ+SlM3GfoD3jwhx7i8sWXyE3myKUmwA98hKvXrpPJZHjm5nfIpgOosd/t0ah16ftllpeX2R1p7pFIBKc/ZGNjg91ymXatSsQ4DHt9NtfWR/s7G3wPZmfn6XR6NOtDypUSy8vH2NnZxveh4fVwnSiT+SmC0mKvT+b1zKcfBBlj6sDF292O7zFNA8Xb3YjvIR32586nN1qfDvvz+rTs+/7rgvV3hEYPXPR9/223uxHfSzLGPPVG6tNhf+58eqP16bA/3zu6I5yxh3RIh3RIh/T9o0NGf0iHdEiH9AanO4XR/8fb3YDvA73R+nTYnzuf3mh9OuzP94juCGfsIR3SIR3SIX3/6E7R6A/pkA7pkA7p+0SHjP6QDumQDukNTred0RtjPmCMuWiMWTHG/Nrtbs+tkDHmD40x28aY561zk8aYLxljLo/+FkbnjTHmd0f9e9YY89Dta/nBZIw5aoz578aYF40xF4wx/2h0/m7uU8IY86Qx5jujPv3L0fkTxpgnRn36P40xsdH5+Ojzyuj747ez/a9GxhjXGPO0MeZzo893bX+MMdeMMc8ZY54xxjw1OnfXzjkAY0zeGPOnxpiXRuvpkTuhT7eV0ZtgH9pPAB8E7gP+gTHmvtvZplukPwY+MHbu14Av+75/Bvjy6DMEfTszOn4O+P0fUBu/GxoA/9j3/XPAw8Avjd7D3dynLvA+3/cfAM4DHzDBZvX/Bvj4qE9l4GdH1/8sUPZ9/zTw8dF1dyL9I+BF6/Pd3p/3+r5/3oovv5vnHMB/AL7o+/69wAME7+r292m89sQP8gAeAf7S+vzrwK/fzjZ9F20/Djxvfb4ILIz+XyBIAgP434B/cNB1d+oB/DnwY2+UPgEp4NvAOwgyEyOj8+H8A/4SeGT0f2R0nbndbR/rxxECRvE+4HMEm1Ddzf25BkyPnbtr5xwwAbw8Ps53Qp9uN3SzBKxan2+Ozt2NNOf7/gbA6O/s6Pxd1ceRif8g8AR3eZ9GMMczwDbwJeAKUPF9X9W87HaHfRp9XwWmfrAtfl3698A/QQXZg/bdzf3xgf/XGPMtY8zPjc7dzXPuJLAD/NEIXvsDY0yaO6BPt5vRH1R+7Y0W73nX9NEYkwE+A3zU9/3XqoF6V/TJ9/2h7/vnCTThHwLOHXTZ6O8d3SdjzI8D277vf8s+fcCld0V/RvQjvu8/RABh/JIx5l2vce3d0J8I8BDw+77vPwg02YNpDqIfWJ9uN6O/CRy1Ph8B1m9TW/5HacsYswAw+rs9On9X9NEYEyVg8v+H7/t/Njp9V/dJ5Pt+Bfgqgf8hb4xRjSe73WGfRt/ngN0fbEtfk34E+LAx5hrwJwTwzb/n7u0Pvu+vj/5uA/+FQBjfzXPuJnDT9/0nRp//lIDx3/Y+3W5G/03gzChyIAb8feAvbnOb/rr0F8BHRv9/hADn1vmfHnnYHwaqMuPuFDLGGOA/AS/6vv/vrK/u5j7NGGPyo/+TwI8SOMb+O/BTo8vG+6S+/hTwFX8EnN4J5Pv+r/u+f8T3/eME6+Qrvu//Q+7S/hhj0saYrP4H/hbwPHfxnPN9fxNYNcbcMzr1N4EXuBP6dAc4MD4EXCLAT//57W7PLbb5PwMbQJ9AKv8sAf75ZeDy6O/k6FpDEFl0BXgOeNvtbv8B/Xkngcn4LPDM6PjQXd6n+4GnR316HvgXo/MngSeBFeD/BuKj84nR55XR9ydvdx9eo2/vAT53N/dn1O7vjI4LWvt385wbtfM88NRo3v1XoHAn9OmwBMIhHdIhHdIbnG43dHNIh3RIh3RI32c6ZPSHdEiHdEhvcDpk9Id0SId0SG9wOmT0h3RIh3RIb3A6ZPSHdEiHdEhvcDpk9Id0SId0SG9wOmT0h3RIh3RIb3D6/wHP9HYhJ7vExwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = mpimg.imread('goodimg.jpg')\n",
    "plt.imshow(image)\n",
    "image.dtype\n",
    "# img = np.array(image, dtype=np.uint8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x24a056be358>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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dvRcN+Z7n9lO7/NSP/B4/9p4fpn0tkswidVfRvVxR9wxbD2mGTxhMFckOHFU/wRQwPSeLS6ANWWfpRBat9pGqpxtITKIyW0QxaA1+Hqwi33O4lqHuaMbnDWtPVASjMIXj8PaMYk0cNjsD14aNR2vMLOJahvb2FNfp0tqqBYppKTlnEdE+oqeSLyBGqq4mOwzMbu8wPWVQPiWZRZJZIB1JFKErgaDsLFINLPmBJxl70kNxuIJR9F+oSA6KJVSnXaAaZlQDS0hF0ZtC9FFyWFFu5OQ35vhuxuE9qxRDTXvLY4uOOEVOxhAShSkE99c+EkJkfCHDFpFkEvBKY8rQGLdmL5UOnxh8JwEf0d021aZECKoKGBduXapfVF4uj54Y4/uB939Zg5hBtq/4vu//IOt2zL/49Dfz7O/ejV6LlKuB7kXD/FTErTrqWpHuC4RhKlEi6EhMA/PTCp8HOp9uYecwtZpP/Nm99K7KIhSvWOCgReiLguJUwI4MKoCZJ8uEkCllbA//zquxM+jPo4SrjYeSHXiSWcBOPQevTDmsMkJU7H9ik851xf4rLKf/bEY6SZmvGdyeZr4ZqbsNBp5IdHLzxL30XIU0oBplJUmqY95oo4QI4NZqzIHlH7zjN/mm9rP8wu7X84EPfC2qHfG5KNaQRlw3Ygr57sG9HTpXKwjNhg1ybDN3RwlPpYhWQZAEG0YJxBQjrmVxrRTXUoKNKtm8vn2k3KPiCFaKCt/12LHBDR2/eOd7+Rd7r+WFp07LudLI67Mr/M0HH2Zg54x9ToiKTDtCVGgVOXQ5r2htoVUgVzUvVmt8TfsFtlyfzTcdUkXDj3z9B/n5D70N0kBEC9QT1BdU6l9o/tUyRGRp2UIeWRtOmISCp+q1ZTJU10fJws71xkuvwjLy0U6eL+ZsoVAWkd3ysdnEKiJJvSgRgQoRXcn6XeRLgoVkFtBOvEJbarI9i08EQ99/7CzbF/roGsqhor3r0V5TDgXO2Hw4MF+TROjBK1LaW4HZumbtsUA6driWxtTxKPHaPC9WZB0e3mlIR6LYW7sBnyjyA0+0Cm8FB3ctRTKJ2HGNb1u2HuqSjiNn/2TE6L4e83VNMjmCC9NRLUbw2P1Ix+J9h1QxH2raux6fyPGzQ7mGznVP77Jj/x6JOKueIZ42DD9XLe+3ihE79ZgyUA0SpqcM2WFAe7m+ybk+Lod0HJme1SRjiX7a1xx2f46qHX7QQvkGyk0No3vaKB9ZfaJkvpkwPa1JD0XJ6zqiq4CKkN0QtkDd6dLadigfCZnG5Zr0oMJ1E3GoJiVu2MLuz0ELTBpWOqTXDvGDlhiYq7OXVhbH5GVT9H8ZOXtuh+kdjn/zoTezdsc+bjvHnw1kuxpbSNJJBUBFQhZAmaUnbErQNhDajtYzlmSsmVyQRZceKLqXI+VAoI9FmBuNvNYe5hvxiD3TbLrFhj1iysh3y6FaRgQo8JlCe026VxF74uFOnhuwelEglbXHHXXXku3VjO60HL66gqjQU9MkA9UyMllI/BIQgnJKcOUFgyAcJTOXr9sOfZDwK3/jXzGNKd/6h+8i2Uqoz9TYnUQUcN9LOGoiPgVdKfZeDYd3ZEs2h/YyHlPSJCWP5g6auVwwfCKETBR4SCURqeujz3LMk5fvNElcr/BZ5Gff+qu0teF//+RbiTaiKlEi73j4hymLhF9/0y+xois+PL+LsW+hVWAWUg7qNnU0aBT7roMm8vX5DTQ3+I5H/y7mV9bYeZ1CdQJxkQtQUQziIhI6Pr/hiwD2jZJXS4MHd63s8nht+M29h4hGkvo+ZWmEzdyjFyyKGNFlQM9rYXEodcQ88RGslucxHsEysMzX0ORrohIWmc9pGDEC5y3YN0pDMotEJffVVLD2iOKFt62z8tbrhPdsyuF8ZL6usTNRqlUvxRaR9lZgekoYIGKsxZPO9wM+U9QtRTlUFBuRbB9aNyKuvfDIIzuvVaw/GqnbDSToItnIk0zFSPm2xbUN2Uggo6039OncCHSveEwVGd1hae0E2pVg7a6lSQ8d2X5FOUyxc4/Zc1SdNmVf9EDvUkXVtww/VxCMZnYqIR1HWrseFKQjR7mSkO3XVH3L5IwhpE0id98zfGou19uRnEDnasXhnSnFUJNMIuVQobcj+/fluHYLOxc4Lt0tyLcKqkGKTyAtoVizJNNA51pNuZJABFMKVGcOK3wnxUwrWtemxMQQrMZOHTYz6FoS13peE43BTGt8L0f5QDVIqfoGW7QJVpHtS5T35cpXhKJ/cX+d+z9p2HtNZP+JNTpbYv3rrnjdum6YNE6LoqyEqlasK+a3BdYGYiXnOqccinI3RSRYBKLRDZZM4wU1OLFPod6ssbvJciwhkWSmKRXZPg3FTNHaFk9FuyhJrwUDpfHS2oM5RZXQfVFTDgULLYcJ6aGcp3jDBFUkJFcSXCcS0yjssls8+pdk+SHJw4XXHo0cR5VakqZWXlMafuY7/y9edKv81Cf+BkmnxryixG21cSsOlXmSzFHv542yl6SscopqGJfKT4Wj8akoiiQ2icAlzLHw0pHxqHD0t0ViWB03RnD0GOVcsV/zC5ffwk/tD9E7CX7gJdegI8WzfUIe+Mlnvpd3nP00nxzdQT8pAKiDYVTn7FQdCpdgtadtK/7n6m1sFV3S96xycLdm8Gxk96EItWookAps/DwlLwvgltfLsR6DGEuF7wY2szG/sfdGPvzi3bJuzBHDY+kkTCqiVuggSjymFlXKRlYxHHn2lSM2ORBVe0JqUUFCfaH0NevXiPIM7pjR0QgLZiJRmJlHTKLwuRgHU8MvfPQtPPLXf463rr6b1SeE4ZLvS8K07lvyfU86ahyTkaLqKkIiyj6ZilOzcJa6VwMqato3Ai4XuNS1JQnrr4nBig09MN9z+FRT9wymCtiJJySKuqMoV5UYx0Rhy0DUkgRe0A+paBwqQ7kiXrJPLaZK0Q7WPjNlclubnddktLcCPtFk2zPy52f49T7Feo4tPC43tLZKpmfFiRm8UEvU29GMz1nG56xQYaeR7DBQnU6ou4rWViCdBFae8Rzck5JMJecRTQN5Vo6AJSSa/qUan2oxRDOHLhypVriWkSjNR0I7we5MiHlCcbpDul9hDwvKzQ7Zzhw1r6g3e+h5ja4cOI/r9Ul2C7Lak4wt0WiUCySXd4nt/KWVxTH5ilD00cD0rCRYp+fDMnxbeC5RQWtbUd/uiFhMrdh9g6P9fMLqo4rtzgr5sKA9iphKPJzF9xb0xKViapJkVT9Sr3r0xOI7ATtucGgnXrspWS7WqCSRZOcRUwV0GUArQqKwM0nwpNYznuak33jIHWt77Bct9sdtDitLDIrOJ7v0xpFq0EArXb44pe+YKC/GbrGp7VRTDzxn79rh79z+cb6p9Qw9HciVIlGiZQwK32ixd7zll7AYyugoo8MTGeicRBn+YJbx73f+Ch/8zKswh4aQRfRci/dtFkZM6JDaCY6/9OA/b6DNfCcNlOSPvP0YF0ZArn2ZLG4we0rDE0+dF2XaEoW8eL91Q4EyXMw3+Xj7Lk7nhxgCZUi4Nu/TTwoCim5Ssle2OZ2P2ak6PHLpPJ1zho1P18LPLoUz3bquKTYDaq4IWTPWZYTx+RcWdcMKOsa/9x0xin9/84/JleI/vfhK/CLR3ORdlBf6bDpJSA8DphL8VflIzFvo2jeMI6D2xNSKgjQQlQWrCUoLPAZEo6l7ksisO3pJIlgk7l0uXocKwopKZqKMixVFdhg5+0eGx96e0XrHDdyLa0IIOPS4dsMRb+5Jtl9RDFvkB4HZKU2+IzCebZK2tohLnNunCp82SXwr4+xe80c0xRpaQNIkDVUDCdqpp1tHTCncfhUiLtPk+475qrB+TBUgQrZTyfutXJT7Y3PS525w+MYLRKNpXy3oP1mw+9CQ0V0p7Z6l+3Tk2jf2OPVnU3TpmJztMbozISQS7RCFZWPnAVto2tueg7stdV+RzIWEkBwK/bLqG9YfKeleMaQHTbGAUiR7DWxi9bKuxZSBZFRSDzJ05VB1wA8T0v2AHc1xKy1237AhcGaqcO2E1SczOhfH4CMxs4LLd1KUC+jSiVffzTCTEq01ZT9F14H6/tPUPQNPfkkVIsP88j728oqZQfeyZPtDHvCtI1pfMGACVH2IhUHPNdMzitWHZWPMNxUrn07IRkY89PZR5h84BhU0BiCV5/mO4p43XeaJp84LDXM1EAGb1VgTqJ3h3HDE1riLNZ5CgfOaxHqK2hKjIkZFVRnqaUrHe9rtkvODEdvTLqNH19C1YuWqeHquDZMLkO3Dbf+p4Nm/lUpi8EtIsE1I3sAm9amarFvyvgd+hbZO2PaBU6Z183cIdJVEKWWsmcQSQ2MIYiBRhlGY85OP/gDq4wPOPu+5+raAnmn8wKEKvcwDuE6AoIgxHuHr6kgxLOQmoxUbhd88VzcVKQl0IkydL5AMPSZ6aig2ItFG0huW586u4fqaYTrn3s51DuoWhbeEqGilNf204P+9dA/TUU5+MWN+JnJtzeKWOQKBk46P5Yjy+YVx+8XYb4q0GsO1oi2ZSqgqKw5EcuQchAi0Fa69UHoGU9nlvdTuKKLQ7gh6E3okN61bgKgk7+HyIyO4KPZZfEZ78dAlmpLos70jualiVfOPX/hOLvQO+Oz9p3FvGHP72h6Xrm1y23s0rmPQhadaSam7kB3AytOOuisQjJ16XNfgU00ylQSma2naW4skg7xWAWwdsKV46spHfGYIqSKZBMHHZx5mXuoL5gEVJGIYn0/oXnXUHc3efRkbj0zRdWB+uoWuI5sf3WPyigHl2nlaN0qqlQRdBmZnV8j35Xg7rzMUK0Pyncj+fW3yUXP8FmR7kWKtSVinspjb257pKcPgomtQgAZOVZAeSBK3OJWhy4jrJgKzjOaogzFYg65qshAoNgWj960En2rm9/Rob1WkB45qJaVaSUkmjnQSUEGx9vwMM6tRkzmxneF7GWZaYialFGs1xWSmcoROtoRw7FTyBG7YWhIivhz5ilD0LDwSGgy6wb/NXJTk7GykXneYtiNfn2FeHFB3xRi0toVB4zLhBps64trqpmrB47i3bRKP5TeMqYPhwp3bbI26VEVCdBq/k2FmGgU82+3QumpwyAase5LIFG+3gUlMxHZqpqOcjc1DnnjiPJsfM3R6gmvWHQUNfKGdFKkUGylLmuGXEiUeVEgCutCY3YQPvf1nGZoOdfSct10AfAw4Frzuimko6TTe4DREahQJkRWtmYSCT5Zd7lnb4XPJgPt/8jH23v86ijMOMzYN3h4b+qUhNNcMn+/0LhToTdW38PkKc4F9N8YCLdDV8c8tlSqKSOSe117mP9z3XsbBMY6KFQ3jEJlGyyPFeU5lA9618SFypahipI4wPmc5azyXneWB1PK8K/h7T7+Tqx85j3JNJJVGOFbFqhYG95bxgKyVW/n/um4SoEpyA94Z1PFcS6OwG/tBSOTzPl0wZRo6cfO+JL65yaAIHg+LylGfihfoM7V0VhaGSuiMSqpZvcA40Sh8AovCN13B3r++jX/3T3+Gh87eS/ZIj+fzLmElUA2g++IM1xX+fue6FBqNLxhMCa09z+R8Sn7gmypaue/pyFGtWHwiUM/kNsXaY55qYMgPBHbavzcjO4xk+41S8pGQCTU4HXvqjkHFSHLoqdua3QcSVp5xmDoyvr1F/9kp2V5FSDV7Dw5Jp4H2lTmzcy3sxOM6hrKnYGBYfXxO5yrMT2V0Ls3Qh3OKCwNmd6VsPFKSHBQUm220l0pgM3dsP9jBlBE7kyR5Oq4bUoHG51JP0r4yhxAIeUJINZO7B4zfvIqK0N4KdC9OSQ8qilMZyRjmG5bepXLJWAupFJctIrb+xQJdeYrTHZRrEa0mGVWoeQWJJSYWmgpcVTnM7hh/bkjMjBRLDVuS2J/UfLnylaHoGznODdZOaGLFZsR1PZ1nEqoHK6bbbfpIKwE7Fy/KFLI7FqX3ynGzYlLHk4KCJ54ZHvLco+fI9jSdrcjqSDwsU0V0LTzyK2+B9rXI4PmS2el06a0B+ERTrijqrvB0VSuwo/r0nxIPMiQNlpoI1ukzcHkk31OMzxn0TCp+dfklsq8aVC0Xorzi9GtuMA6Rz1SGRMHjxTl0WnSvAAAgAElEQVQ8mivlkN26gwuG/arFtM7IrGPuEobZDKsCq+mMs9kBt2c7nLP7dJMS7eAjL95FcXuF3U4ElqiUeOSZJ06NwBfhCKtfyFLJLxLBzb2TN2955Njr41DaF5JFMlMH/s/RK7mQ7OFRpMqzomecMhPuSHe4XK2x7YUrH6KmZ+bsui7vq9b4jece4jWb19gpOlx89Cw2ieQjRbEeP/9cL2Vw4+JCb/lbIwHBy82xY0UL4h3c7GhELdZdmaO/SbWzYL7H2wYc5TrUESy2qHpetKNY2CollNtojh5VkLJ6U0dJ8DlFMovseU9oBebnA52Llt4LGu08rpMQjILMUAw1rqWw82btb6YSJTTjNIXH5wbXNg0vPBC1wZSKsq8b6FPqLoLVUrGtxVNeeMXKBep+gmspsn2hH/pMvG2QyLy9LY5LtArlosBGSlFs5CgPxXpC3Vb0rjhmG0J/tJOaqGDr9V3WnrCYMrD2mRnjO1voVanipQgYF/Ety8qzFaaUSCMYzeRcJpXqUy+K2ip8Lji8rvySFbX22ZKQCAPN9VKiUZR9IwVbdSTZnqG8J2YJUbWWdRPZniNqRbWSAZBfOUTNS0K/jaqd5GwSRdNEgdDNCcM2rpuQHFa4XoqZNVHF4fQlFu7N8pWh6I8piZhJ4YbraKZnI9meYuUJI4nGRzusvRBQITTejXhHdadZgJUYB7XYZMeghpCCnTYVnrni6p+dJZ8p8h3hFFd9OV41FK5ttJGoI/v3w+hbPG5PmCDZjm6435CMoRpG0gMFB4bkaUMyEdgo348c3GOW7J1oIRlLtHL+v36exz97G3ZsllWrX3RqdER7RezWtM/N+dqNF3n77/wEuhIud8iEbmcKtUyWhvSocCrfUVxvQlE7Ew9k9wHNx37wp7kx78lJHuthupF8WzFLFet/oai7hsltMj5dq5uiopuU9CJPuFBMTfGRqlSDfX/+fVZeiTd/q407ZgBUVFweDfjFnW+ifqGDH3h0y3F6fcS4yEiMp3KW31APYY2XHMk8x3tNnoqn86nfv5+6G4l5pH1FMbhYc3XDHuUhEriVSXOc8bL82y2GKRrARiyGQCTOrNi6Bu9XNcv6hgUj5iZlz1F/lAWev2wlsVwOR71dZBxNv5lF1XPkJseIYymGqI549WVfWDJRQ/o0/PLBG/mf3vJb/LNf/Zv4HOabiu7VSLVil/ms2SmFnUP/yYrRHRmdLUfUBlsE5quW6emM9FCikHQiBVWLvFprP+Ayhc+lkruz5ZltaFxuae1Je4JoFdGY5Vi3vjah7ka6lxRVD3xq8Dm4TBNS8WLrfsp8XfpZ+VwgI11HkhlUPU029sw2U9ztwk1fe6JgdiqTtiIO0sNAtCwVcUiathPGNvCSFER1L5WSP1EK37K4jiG/NGJ211AS60aT7df43KDrgJ466kFC1TW0th3ZbkE60rhhC1M4VFmT3ZhACGQHY6q7T2PmNT7LsZMat9ImbnYxM0dY6aKaJCxKEdoJew900c36cO2c1rUC7QLTu1fI9to3dxR7CfmKUPRC4Yv4loKm70o1kESc9lJdqQJ0rooSrXqKaqCWFa0LmManaunNL3jGKjbYqZKwuRpI7xl/15z0L9pUA0X/omfvfkNxxpGsFGgdUQpCUMRVGaNdmxOChr02nStRmnQBwwd2uGOwxyMfvpd8F4o1JfAQUbwHxMgslJyp4IlLp1G10AqPKxn4fDjHzDWhFTE3Mt7+6kf4nadeK31smsKpRWO2RdGUriE7UMtePdUAyrM16Ejnc+kysTs0bZ797FmGB5HxnXD6zwKHtxne8qbH0F8feeZwndnHzuJbLOd3mUTVCMXzuCzZJko+dwuUs6hoVrWSitRKgxH8XXrlHINPmuhhctCmM5hTdMTd1Vdzru2lxCygsiAMnXaAlodCICd7aDhMIzGJmE5jdLc1rgPtZ/YYrm8yPSMJN9dueu003rJa4iZHnvit2PzitVmbM4klO17qAEwhYzYly143C+W7wO5BcqsLx0PmC4F9jtE6hXXS3M8FbbIhBSyYXov1smjyp0JznkqRTgQSSUeO3QdSsj1ZF7MNzXt//c386g/9DGc/UnDlm4S1Mdu0pJPA9JTBFJHh0x47Cxzck9K57peRwc6rE3wmc1V3pQJ3+ITsz851T2svUnWNJIzbAqdGDf2Ljsk5SzCKwzvkmJKjEGPRvSQMuZBETKWo+9KORDvBxaMWmuLK05XQF7cCysPh7ZZ8LywNXjILtJooIFhNvlMvDWWyV+BWMqZnUjpXK4FqrEa5iOvY5t55lAuExOAzYdBoH/DDNq0r42OMrIz08j6xnVGvtkkOHdl2QbmWc3Bfl94LhfDfoYFgonDhV3rLJG7aUGurYS7QzdZEjJ9SxMxSbXSYnkkwVWyiCoVPFOnI4oxERz67hZv9EvIVoei1g/kpRTmMnDp7wN5hG/tCV5SFY9ltLxqoc/G+gwFbSzgZUj4Pk1+GzM1mkx4fwnXODiJF0aZaiax9JjI9Y7APHrCR1oxnOSEoksQtedfOabwzrK9MCF83ZWw26F2MZKPAwR9v8Llyg8FUFLtrg/KRwfMVe62Muitjs7VsXjuNmCs5Pm8KX5L4UlMjxqoSo/C6zov8dnwduleLIfIKN7WYmXg69SDiW+Jh6V5N3qpYaZXMq4QQFXaa4jK5pmtuIhRPDZ1Liv13Tnjf1/4in6k2eaHa4LvXHubHrn4/9lombRbgKAn4Jap3v5CYmRal3Cj12PLSWXQiGjAsWjkompsG0SnKpwakNYTE4DZqMQROEwuDOltIv565lYphG4R+WCny6xozl34mqMh8XbHzpk3hu48bzr9VTb8bGkaRWsIh6lhRl1x7vCk6ee25q4QY2fYt6Zq68LDDogfNYt0em7cF/HJMUavQfK46tn6bPQFNVGCOahqWyfBjENjC+IQFdNP0v4lasfpEYHJOUwxh8Izc73VTs/WuOeWVBHo1/Yspdh7ovyjR7vEEqc80wYqR6FwT5Vt1FcWaIt+C6WlN3YVyKL1uOlcj7e2IKkSJu1wxujsh3wskU4Fz7Nzjc0n4H96pSQ+EJWcK6XLa2pb8RNnXzNc1rd1AMdSk48jkrEYFg66g/6IT+rOPcjwnkUl64IQFUwTsuBJnry2FSNm+J2qFHZeEzKJr4ain+wUxMfiWxWcGU3opHCwDqvTExFANxTCmowq3KQ0Mk4OCkFtG93bIRoH2tsMeFqLgF505K4kww0qHkAg9clEFnW1Ncf2ceq2DmddErfFtS9015PtecgUNoSEb+WV1erbl0PvjL3v/fUUoeteWzdF7XuFfpXG7LdpF460vPBl9tHmyA2ESLFqofh7e2xhRafsJtim4kqKSyOQCDJ+U0NZlisHzjr10hUkGWMgWhS/IxkxKaM1h3G/TuRoZ1LIRth80VKuemEQ6z1vaN2QjBauYnEuxU6FooZsq3Ngkym6bYZ9v4drxqNT6OL57XBqF8+CDz/G/Pvrt3H16G6UiPmpqb5hWKfuHberrOaHvSDo1dWEJU0uxnTHXPfR6iTYe05SwpyNDDfy33/DHvP/33srb//GH+PHVR/i18b1cLNa5Ufb504O7MdcyfB5RdWOQjkEzf1nxHanojUlEl5o3v/ZJHts5Qz8vsCpQBcMwE29HN5orbfCNjq3YLrp0k5IqGGZOuoU+vbXB333lx/ng1n08d2OdM/93SrYzB6Mw05qQWXxuSPYKnv7bPVaeiZQrUr4foroJUiE0QcuisO6YIpY31BFEouF7Nv+CaQw8W28u+zQtl9/CC19EM4v/muPq+hb70UB7x6EaFkwr1RiiY3O58GCPK/sFTr+o9dAeQqawRUB5TbHpUM6S70a+/eEf4l++9jf4SfW9HI5buFzRveJIro5wGz2qgWDyG5+ec3hbzuS8EppqWyiqna1Ae0ea4NlCGDrpNFB1ZTIXrB+QfdS90vT26WrSSWC+njTVsg2cWsnkJLNIMj1iIbV2PFVPLJ8pYb6qWX2iZuuhhFNPSPsG7SAdeUKil10mBRpSjC+kpFOLbeCa7MaUFNC1KFkANa/JSqnCBdCFJ9mb49vpUeVrSz6b7hbSjiAEqoFw9BdFbMNHD0AL1LSQkFv0vBYvvZ3hugmqFqqlYG8tYmKWbZAnd3ZJDxymDGR7NSHR2Kkod9+2pNtTys0O+tBL4tb8F+bR27mEb3VPMf/IOqs7UtVWdbUkZTO1rLJc4qDNJtJeypNdWxbWAmdd7M0FRc215Dvf9sN/yoFr8/HX3s75wYhLByuUf7yKKcWAmApcDsYKJqqchNl1Rx73XymPYcXxLa/+LEZFnj7c4LnuOtl+jp1HZqcV5Zqic0kGuSiLb20Hhg9v8/S5TexUmmBBU6S1aNd7qwSwheaNw4s8s7fO05dOESuNmpslZ9tOBaOvtMVPLEkDIwQbCR2Pn1roRsZvmGMGU77t/OdoK8WPDT/L6B+1+PHVR/ho0eNatULXlNwAHt8+Rb6nmJ0+pq3UsX9/Sad+WXjlFd/wxsf59NZZ7l3bJkSFC5osGqZ1hlIR3fy7Pu1zunPI9mSVzDj2yjZ1MNTekBnHz37Nr/NjD78TVxvSp1tsPRQ59ydGmj01Xf+SgxrfSUgPNLONYwnyYxWs4o0L5KSOJ5f1MQW+8JwbdsyD2WVmUXGjHpCMZc2AKGU7k+itHEaqNU86LMiyml5ekhqPD3ppzEJU+KgIUVFUCfMywTuDGyfYA0syVkvvfrEeFHxBY3sULYjzoytpF9C75Bk8D9ffGJlbRe+3Blx46JA3nHmBT6jbSMcpe/flzH7UYR7usPFITbZbQAj0LitCkjG6KyEZS48Zny1a+Vb4lmZ83jJrCbsk25e+M64t+3DwvPSpWTCL7Dygq0jdM00jPIEzs8MgHTHHgXKgSaYR15YK3dZORdXLMWXk8A5LOobpaYGR0kkkOVTYuVSVlivSAXK22ay3qCl7mtaep767T75bEUMkpAY7qfCDHNexTT946UnvW5Zkv8ANMqkdaDpu+k6CmdfoeU06qtB1aIrbDCFPMKM5KmmB1qjaY/ZnhG5G7OSEdkI1sLQvTak3e5jGAPhOIv1zSk/rRrVMpOvKE03S0D0tZubwvVz64UxK1KwgtrIve/99RSh64SWLB9/ajk0jLGn+s2gcFo8pmcXrZbWrjkd/M6JYTSnNn2gw+vLVcx5+88/z3vGd/LP3fg+9F+CFzhohA1IxInVX3TQs7YCcpUJIDiWhCgoup3z0ya+RIisPqwcRW0bqliSyymFchu52Ftl4ZAohUm/22PiUQAmuJYpBeQVpBK2I7uhaFyH62Yeu8e7VJ/mBwV+wYeTm1tGj0dR4cmWZBQkP+zrH4fExkihDIOCbMnqjFBrNfigY6Jwy1vzUxp9zyQWeKs9ycb7GqMqXSsgnx7D4hZcbEW/Tiwd5XOEsIB3lhSEUdQSD8OZplGnX8d9sfIx/MvkO9os2SkXatkITSYzHBc21wz6drMJHxZXJAB80ZW0xOjCZZXTbJfeuHfJzl7+Zuzd3uPof76B/yTG6wzZdExUx0dT9FDP3mFnFxqcd01NSzn+8dcMiZyHJ02P1F9BUHx+9v8DK0wPFhglUMXKxWFti+bo+cgouvP0FfNRkxjGt06attaLyhspZpFBWajEWba+ViiSJJ00dtjsnu81RLmo2/mhVCqPaDdOsbKIDQC1+cCfKnvCZ/MZB1TPYMrDguHeuCuQ5Pav4w+kredvK43zwmfuYfe+M+moHLnW4489Lkv2CclO46+nWlMk35fSfb7pSJpI3IwpM4lOJjPLDiE+lD33UqvlxEsXB3SnpOGJq4dTPNi1VV9G97qlbhrqrsLvSduHMhw+YXehiapicMaSTSPdKxfRMRjJrWjqMpYDPziP5izUuNxRrlsk5w3wz0rmiBOa1sPqEQDj9xw8oz3aZnkogpo0ijZhCL9lE2kWBawCXGxIr3Te1lkZ9auoI7RTXy9CZlYKmaUlop6CVKPW27E3fStBKEXsZviWMnbpryPZqfCsR+CZIcdQSyw/gVnJ0GQiZYb4px0oPHcmoxLcSiJHk2gFkKf7UCvrgvzTWDWKZdS2Jh2UvleOsDXXL61tEerOINya8ZUV6EDm4D/677/p9fmzlOe7/yA/T+eMObS1NkPL90BxXFuHi+QImkuZUcdm5b3HuRan78WSdarBZlISj0zvE0m88UmKnjrqb4LqGuq0pG4bPTeMPgqsurhUpfsSnkf/j3l/jhg/UEa66klMm5SA4TpkWIQaK6OhrcSl3w5wERVsnTEIJQBElBDVKkSnNQKfMYkWuLH9RarZ8jx3XZb9sc1C2ROE6g2/HplsmRxj1Mmd6zKU/7hUfx47dUWI2WuHlf9N9T/PPX/hWWrZm7hImZcZV16csE7SOJIkjef8KVx7y6E69zJNoE/HjBNOvOLi4wve96vd49+//AJ0LY1qHkdmaoXM9UPUNrqOZnDXLBGWwraZNwNF4QxM9LRT5Yr0tu6IuLq/BT5bc90bpVzGSK8Xl2cqyTYctIFZQ9cDqwOW9FarK4IqEWOkmxDyKHhZztIBgjv8y2E3zlntavaZTIxIxaNckX5tfnFJ1w8hp1rBtfokLJIqZr2naNzyjuwwqwk9/7Fv51Lf8HL927hqP/+lddLeEeuozzf7X9ckORLEXa4OG2SYMHXGiaLpWKpIZZCNZX9mBRBCqbqrbA3SvBcq+bn7ZSnDmfDfiOprulYruNYVra2abmkvftsLmJ0uIkB9IfmV8Pl2yl6KGjU9NmJ9tUQwMKiTkOxX5VsXW1/ZBCW6/82pL94oo884Lh0xeMSCZelo7jvSwhhAxswrfTrGHBcn1EdX5YUMZ1SQTj8/lRz7sqCC0U1HoQLmakBwq0oOSqKWbZd1Pl03oCAEzrqVidlYxurstjmuimA8zBs9XpDtTYmqp+xnpXpBWxJUj2Z4wu2uI9pHu82PmZzokewW6rCVqSI1EB61EaiPSo9YtX0q+IhS9bCIJqRdeOTS44wIXPc49vhWTR7j0viVFVnYe2Xl94MHXPcdH7/4D/pftB3nwZ36U7rj58YxafkrMzvySC2vmwqWVjRybXhgyPbpuKJdaWp0uvhMShS4jtvD4zDBfFzql0ZFX3XcZ9283CLmhHqSUA0PVbbLlLXVsUy42eFMgE5pEYHOd5uyMT5UXeL7c4LZ0h46ueCi7yorWjEJBrgxtlfLxErZ9nzfnBW2d4GPEE3mqbvFbB69np+ry2M4Z9vY7hMqgCsPff+v72LBjXpFu8dvzhxhVOUpFZnVCOU9Ijv9M3YI9sJxwlsBxVHH5K0yLHwVZePt6rmntaDpXI+qd27ymd4UXx6ts7XflXActqJsbG6BQ0G8pdKFR0wwVRBG6vockELZzGFb81Ke/m9jxTHbbZFZaVJgqCsY5d+w+0KH/nPRLMhHGd4gy9jlHRqtRuovCraiPCsOkVYNaKmJdN0asuV9lhJ7WXDxYbeAzUbg+BdeJXD3sM73eQTlFcqix08ZgNeSCZQ6paWOwYOoc/9EZ1CJCMIJdV1D3Zax1Z+HcsGT2KLXYLOByLRXiStrj2rn8zWcyhrWPJ9TfEnnPXb/J1334J6Qw6Jr8clj3qmd0lyUdiZPTfyGQ73m61xWmEK88aoFbAIqBxpYRfSi/uGTmAd0U/Cx+Ms/OIz6RMXS359S9FvPNBJcrBs+V+MwSMqh7FhWbflIh0t5xuFxji0AycUzu6AiGPQ5kB7Xg6Epx4Q8rLn9zyvbrJFeWzJo9q6RNyejOhOHnSqJVVP2UbEfmWs1KyttWMYXDFI5kLGvRbh0SBm1CaglWY+Y1albSG82FHbNgmdUyB3pcEFupYOcAXhG6Oekk0Lo2J7Qs6bNb+DOrhDxBBflRFlV7Fo3tittXyLfngutXNe1nClCK0G9hZkJEiIlBFw41ryguDOCLNn+/Wb4iFD1N+LTkAS/609yaYD2Gl94q0QomWQ4Vd3/Xs3zgrt/kIATu/d13c+ojGjNssHIjno6deczcoaIheEW6JyHU4mf8AHTZ9Oiog1joSgo9fCcltGyziRxmXOIGOSDeR7ZT8OSrL3Bn21GuSCvYqiuGImSC3y5gmSWuehME0ly+An+1zf84+R7S6wko8QCHb7jBr9z/bzn4/6h783DLsrO877fW2tOZz7lT3Zqrq0fULbVmZEmWEEgBGx4wAUQIJLIREA+QYGQM4XFsE2xDhidhSBwGk8FGIWaQmGQzSCAJNNKSWupRPVZ1Vd0a7njmPa218se39763WoXUMrYfsf+pe2/dc+4+e6/9re97v/d7XxdxR2h5qsiAhAv5GneHN4hcxiP5Bqtmxnd84LtpPRNX2aonUBDOFZ0tz8OvPsUre8+ybTv0wpRlIeycXpzhrT6EZypmSO0xKidZSSwrBMuuh6qqjYoqgLZuKI7/yZzpbS3uWbnOLz76Woo8QF2L6V7UrE+l6jKVWYc3numdltYVyciDhUBfZTsQ9sVQo1zM7ExM98vG2E8M6V4tSFcMyXZO2TZMzrVp3RCTCq81o8dmzM51qaeRff1FvSE1gb7+vsq8VTWPUMlB1AyaGo+fOsv+bpc49vhAIAOTwuKE5+CgQ7Rr8AEku4pwetivqf0MjlI3a6cumdrkJuG4MtFNAzZfKrpbBfPjIrxVto/0q0qReKgnV8V3Vu6RyGk7ylbA5A4xCfkn17+C71r7Y9RdM8pP9+Tcj4WkKxocDJ9YMj+Z0LuUsVyLMLlnfixgsak4+YEZixMt8q4mXVX0LglkE8zEwCPviAuVKTz9Z1PyYUg0loprcr7VbGTRVKZHe5ccw8/OGd/RIVz6SqGxJJzkpGsJyY0F6bE20bik9cweiztXMfOCZ39AUe50WHtA038Kxnd6uAbhzDE5G5ANewyeWhCPA9G4f2oPVcr8iBkvsStdot0FapHJ+k5CcDB5ybpMCw8jgmlOutkhuewqrEzhA41tR5hZTrS9pNjoEUzSSsK4g84K9P6M7mRJudLBhpr89g0ZiLIeM8sxkzkohSotPgxIrkxxicQVbR3lWg+zP0dVWkhmkVP2YspOgMmTm/2dv8DxpRHoodK1aXCBQ6gGjmRfNP9fl9nhvMrSc8/eX8753Tf9NFMX8op3/11WHtKMDCzXFOFcSlFtfUX5ilj/2ByzlOkTFweNgBTONw2RWjoWayuTB4+ZZZh5ftP5H/2Z15qNjyvSlYC8qxuT88b9qc4Mq9e6WLJ5sTiTqVoXSSDSqWLwQCgN5wTGdznG8xY/v/d6Sqf57SfvIwgqdoBT/B/+DTir8cD33v9+3v6KD/HutZewt9NDTULifc38toLFac3cRjyyOMm5wQ7ved+rWL1vm06Uc7BMiC/Eh72R0Dc876YhWTtiUWeo1Tf1YFBYCaQBl766Q7Zm6f692zm/t8DrAlVM8a0ISsfan3rIcohCyWCSAD1ZyvdFiW/HUt4uCzAKNU8hDHj876xw/AnxMdUFLDcidOnpXS4IDzKm5ztsv7Yk7/dwxosX+PMH1I4IrKE41N+pN9uj2jOV7tDyXMG5oM23PfsWghsR2ZqldSOgbFc+rKdm6E/3yIeecFoN8HnJpHXpKwXK6meVOYUzCpNVonmFqFrW/qomtZU7lcEPDEFq6V+Ue37jZbLrqLJiungvvtiBUCO9qlhMHtJVQzzxJNtCmXzvhbt58+ARfvLlv8I/+p3vrGSNRfk1WUrDMppaslHY+MR6A5sfS5mdbmEKweTb16UnsDgWML5TkpHVh0Wa2IWKbCVkvmnoXZa5kXDhKVry73JFE++XDJ5aYNuiouk15GsKr0PCnmH3ywK8EQhp8Iwj7rdEWnkUY7cCWMtJ9gO2Xm9wiePgbo2NQtY+s8CkJS4ydK5m6GWJG7QBCPbmlCsdcXLSGhUYVFbA0kNgGHziKnbUa8y6W5cmsi6r9yuGCeE4g0CjZynmYIbrtLCjTsWNb5NsTUFr8qEIkQUHKeUwqQTLCnBOgnwUYnsxurDouWjduHZymGjOU1QZ4Voh4f4Sk4bYJJD49AKPL41Arw7jxE0/rhgGh1OFNNHRZDTmISbzHLzI8xOv/TV6yvN1H/suVj6jCRdCb2zKYne4QWRDmc7TWVHJwzqwVGm0F4lYW2deVbCvs311xDiixtVdtRsZhc4KoqkjHcqEnzfSd6hLexc/DyMuaKAQ25LrYTJF0bfcff9lnjyzQTmJCIcpbzj3LG9b/xAngik95fnQ9fOcH+wSmxKNv4nN8bb+o0y9467kKo+cOcXT83X2sjanO/uUTpgrWnnmPmL4GGx++ZRpEeO9IhqLVr9otqhbizv+Gf0SAN8pcTZkcUKCTLI5J7o0xicxRAG23UKnBcpJ1q20bjIlsY+SzEZVdmp4j2+FYsocGlRaogrx1yxjXcnciqmyLj3ZeoLJPSufDBq44vnWhS/kqKEjjkCKpi0P4EY8wyaiB9TdsixXRTpg2F2ynPUoeodQjaqCep2smMw3UGEtGCZ2g3Xj2jfj9rpwVR9JzDDMXDBb2wqaydrmuusqWQgO+fcgf1u8Tr2wghIonu5xcF+be+KrlAk3eTDIlLkYXtS036Ay0YiuHLD7ok1WHs8oNoUymQ1EbFBndf+ggjYL35j94CCYi11lNJfNLZp5bGII5uJsVbR1xd+X12QDRbbiCRaKaAkHd2iS/RbJlSk+aBPvRWQ6QjlHZ0uJgJqp1GtDjXMGM88lUShlAyXQQnwwCp3KvXTdBK2UyAqE1UIxSqZYWyF6vECFBvICFQplVxW2CtAlFCXKWpwJJdMu5cKrwhJUjlQqLQjGqpq81yhrGgEzZd3hVKyv4o9XDcXTl1amzUuLnlpUER7Gnhdw/LkCvVLqAjBFQmTpvX+lUmoF+NfAOeAC8Fbv/f7nfSMvjaaa9VBz4xvThUbUo/rO02QfNlKcfevTvP7GbQkAACAASURBVO/23+Dvb30lP/ob3876U47lKqRD0Vo3WbXwq4ykHlKZne/SvTindu+hwTgFM2uy00r+txb690roDt7JovGhwcUBZUeMjrOhoYxFudDGNJTQWouHCvNVHsqWx8VgKtlcEaXyDdvl5aNL/M1T7yf1Ic5rToT7rOolKxoWHv7y5tPs5F2sV2QuwKFomYJxnhCrgK42nAtF22baaZH6EF2B659Y3MYomPNkJo5Od/ev85Ebt3FwacjJiyJOVTcKa6/aw5vPTUyo5x/R5Yiv+OoH+emTH+THtl/Or/7O69l+U4/2jRKdO4JFSbbZpegaliv6UCrASLCSoCfvVXYU7euO9o1ctMWvzilXW/jIM9s0JAeedGDoXCuwYcD1V4asPmybimR+St4rnCvy4Qt/OORey+ezkawHZeElpy/zoUzzUyc+wu8vXk6wUGy9XoxuXOQ509/n2ek6+bDyTsgOA7yNRYs9WPhGhE90/yWgq2rQqR4EAuF269Khy4C8H3P9NX2hCzvB8FV6uHShSoCQYCvwlfSSwmUl5pU7ipZAif/441/PH7zxp7n3bzzCp951H50bjmgmAmk21sQHBcGsOEx0nKPc6LPyeIa2jmjimJ0wtHccxz+SsvMSqTCCamBKl55oO0XZhKIn07omo9HiSXYLypZhcTKRPlskAnDZCFo3vAiifQricdkocxYdA8e72MSw+ojFG5ieNMT78vxsv9Kz+mlFdGWMXelUvqsy9KQXOWhIT/ZJnjsgOz3EJpr5RoDJO8TjIe3LM6FHXj/ArfQwdcK3zHGDNiotMfMlvp2IQFsnEQ59EmE7IUUnwEWKfNinTHRVzXlsPCK5NhdjkSjAx0GT1ZvxEkyV5NQJZSlaOegq/liP60lFoLIXLmgG/34y+jd573eOfP/DwPu89z+hlPrh6vsf+kJvUmt9+MpJp2HAVHDq84OJN7D3ioI/fMtP8juze3np734fGx8IacWe+THdDFcF1eIpO4eVgSqFNTA/ZrBRF5N7wnm1cyqah6zJYqvzEM/IOmsSUxOvVaMs6OLDQav6tXXT1QVU3qiVcXRYQ0lg5oroZfu862W/wBXb5W1/9F3ElyOyUznfPHiAO0JP6i0j3WLpczQGMITK8s+OPUDhbaOkCLDvlox0Cwi4UC64L4wwyqJZUHhLrAL23ZK+TnkoPc3T6TrpuuJD188TByXn3l2SXJ1RtEfMTgk+XPu+1nISNbxBbZT+fKesO+e849h7effsFB/aPt+Mze+thKTrHheGmOywF6NK1bCbVEkjGawLuXbj2zXL9aSqjESx08w0yb4nmlh0W+MDxcFdmnAK8X7Jha8P6T6rcIHDOIVNvrggX99H+eIQynnT6hOcD2ZcKAXrBpnGVVYasY/vbBBEMulpW5BXmL/JleD7WuY+TArJnnivhnN3aFLhJeib1DbVpm0H6GVJuAjJuwpV0Y5NWm2OFrSrKwEarR1VSmYe5K6hR0Zzx3LFUHYgvBjz0fQs/+jEv+Hrg/tIh4ZsoOltlZXqpSPdEBGxaC/FRzI5Gu0uKIcJ7ecmKN/DK8VyI2LwTMli3VAmimJFE6QaXbhmE3KRMHCS3ZJipHFRSDizxPslunTUUibJARSVJeXgaTGasbHGlL5x7YqmBfPNmP17NNEE0lV5rtc+Bcm+ZXH7ivQn5iXpaocyVnQvZ9J0neSk50Ys1oOq2hIpZ+Ugf1Gf3rNLTGjwocHsTCjX+ygnEK9JS+ywC4EmmOVNBYpR5P1AqhkjFU3eVfQvlsT7WTXf4IWtYxR6nkNg8EfZM3Ww9x6VZqJkWUGalBY9lyDvtWpgqBdy/IeAbr4B+Irq6/8HeD8vINDXtMo6iIYLh42qDa6CXLK+Jh47pmc0r/6Gh/hfTv4e3/bkt7LzzjMMW4p0lcq0oHaiVyzXDgef6vLbx1UABoq+rjYT0UpRlib7Vo5mAtcbYVbU2jk1FCPnLtlu3bw0mSLve2y/RCUWHTra7Yw4kIogDkpCY1kWIZGxDdzy9s9+B5k1nDy5hz4lP/uhZ76J/bTFucEepdP87G2/waN5m7vDCU+W3Sq7txRA4cGi6CnPc+WCAlFVfKyAeVURHLgBV4oRCxfxifFZSqcpnaFsw0prwYXfOs+wUzJ+0VDG4eeVbZ2rmCf4m+QlauzedoQOGT3VIh84fu01P88xo/mRj30jQVRilor5CV9tfLILFgOHzuT1ZgFlR6qZcCw7sk0E47ax4Nqu8uqdnTDNVKspPMn2kqIfc/krI3QOG59MZTJ5qhoYzEUeV0/51r3YWhepTgButQ9U7BidV+ybDO5vXSTzcM22G4Oc5ZmScqgIBxmLJ4f0Kqgl3gec0IdNJgNHwcJxcHtINgLb0jIoNNb0nytl9H23kEGZQKOziskyyfGh0Pma4cAAdMqROQCgqgbqIT3b0tT8+mhqGZ8LiScy2R3ty/Ts//z4W/hbd32Q9Tdtsfd7J1AO+t9/iUmWMH7nJlHFcEmPtTCZI9pd4rXGzAv0eI69fUA60nSulo1EsQvF8ATvcaEMU3klyVX/uYJgltOfZM3AkCpcdU88ne0UnMeb6sZogWTQiujqmHK1g5nn6MmCa68+ycpjjqyv2PzInOm5Nt1LKTY25IOgMkzRJLs5Zpajxwvy0yPwEF+bYbIW4dUJ5XqPdC0i2cmruBDiEkN0ZYwbdNCLgnK1RbC7lI16EFP0AsJZybVXJ001kY2kH2hj2dyTPUlaXWjEfKSfoEvH7HSL9o2o0rhRqKzEdWP0VAbV0LqSKzaoZSbXQmtQGtdrodKC3fv78MAXiqxy/HkDvQd+X4ka1M95738eOOa9vwrgvb+qlNq41QuVUt8DfA9A1B4dctKdDEwt1mXBpANN2YXhU5bdF3s699/gnXf/Mp/JTvKaf/kORo95fKUvE1ZDJC5QFH0a/m1TelP9Da+wrUPpXRm+qtzrnWpodnVA0Ln8Xj6U17iaOpjX2iLVZ3IV9nkm5a5T1wm0o7CG0muyMsB6xWSRYLTjYNHCOYUxh8Pt3iuioMQ6jfOK2X4bHPTW5jz4wbsYPAVf6/8e3/aO3+M94wGv6FzgT7K7CXVJqCyJKppNwxwZmu+ZJQbPU9kxxmWLSdmiE2Scbe/xyPg4N+Zd8r7j4YfOcuZRYbC4yoqu4WrX18Oqip/umwUAkGyJF2g+cLzsVU/xZWHI3916LUp7nDUE1WZdww3di4pwJobUyYEl3i3wgSIbhuzfJZlx2RdNFLOsaani7JQNJRuOxjA9ZTDLFtE45/T7PLv3JoxvixlXTJ5m9iEAVRxpKH+h5P5o8Ky+VoVUGEOdooHCBwRLmJ12BHsB5VrB+mjKtestlpuIumgo/PqyrKtVqQI71x29y550pCUwmsqDuPAsjoWSWfYq5UkFRd8TzBTrnynIh4ZgcZgANZO8HrSv13GVjCQVGwhJYsK50Jhbu2KmnUeK8eUBJ+/d40Wja/zRa3po7Xjs8ib93pLuTJyYvFZEB0WT1crkbYld6xMsLKuXF+y8pEvnhq0kihXRWOiP0l8ISG5kbL+8g1eQj2JmJ0P6F3KUFy9ZZT3t5yYSDJ3DxRrbMmIo3tKEkxLXb4FSqEXGxbeepHfJySDWpgZEb2axGZPsyrnaWJFsyWBROWihlwXh3pKyJw1+My8ojvXJVmXDyfsh8X5GNgqIxpYwClGFpewnLDYi7KkYb8TcSO6P9IDyoWLwjKW1B+FchODkuVGEk4KyG3Jw56ip8jc/uIvrxEL8qDn4SglBwVewXV7gw0CYQIDtRAT7C7JjHWysGT32H88c/HXe+60qmP+BUuoFGltBtSn8PEB35bSvB45coCjaYtqxOKaJD6Tb/8Z/+GG+f/WjJMpw//v/FqM/ShhUEsVwuOiLjmjEH4USlKuhgDobrWGZGvSvzgka/nctcexAWCf17zQKUhX8UjFpvIZ8Myfs5qz1llzaH8rQkdV4q/BW4z0ENyKurxaorNJ5r00vqnu9POIhG2YKdybFfnxE/7rn4C7Y+KTnF9/5NXzgb/9PXC4DXt+6RKIUqfdkHnKvcSg0ngJN6g1b5QjrNa9sP8PT+TEWLuJdl1/G/qJFloYED3cIIzj5gYzleigwVFW1NMwaKxlkff2aC1Yd+UoFfRnPr93+Xh7MSt7zp/dz/q5rbO0PWJ4t0K0SV2jITCNjGyxguRFgUlmKnWuO/kXJ0LqXDC6A1o5jsWE4eGlJ0ClYf+k+p7v7fPTiOfr9BeneGq2tnKLXIZx5ygSCO6b4h/ro2lhe+0NHL3/YdLz14qSpVrTlZqaUkUa30ZB7MdBwwxKdlGin2D7o4mJHtk4DSdUKnfU51PfcBx6delzfoseB6Am5Q/IA2qNzWWcmrdQ2tWL1Icv+3VLVaPe5sFl9aCtsGFUK/RPrD5kuY2mK6gKGD2sefsNpfuTYe/m3D91HZ7jELQIWYUQ7qJ8vGabS1jfc8cbcemHRB3PWHnTkowTbEp36fBA2PYF8ENBalKw+IjDM7GTE4JkMnVfDSaU0n9PjXaKDjHSjRdE1Ys838cTbIjr2zH/aZfQoTN7S5viHc3ZeHBEdeDY+WRAdiIxwza1PdnKylYj5bX10Xun02xbeaPJBSHuWg7Ncf2Of4VMlyY0MFxmuv6qL1zA7qVH3rAjTat3TuyhyDcs1Rfu6Jz5wRBMJ+uG0pOzIjYj2M9KNhOR6Rj6IWByPCWeOztWSxUYgcHI/kX6B96g0x672BJ7LRD7BG/C9WKZk1wQPVh4So4lvCB3Ut6LPs4hvPv5cgd57v1X9e0Mp9W7g1cB1pdTxKps/Dtx4Qe+laDjs8cSRDUQ3Y/71E/7tq36OwsOr3/0OTnwANiJF0eYmCMFXdn02oXqwDpki3vhDXPnPYIrcykGpYVtUzVQPh1fMHyZS2kkGSqkpxjG716Skd5WAl7EVs0ZB/2nIVg5v0PNVDOsApAvP/AS43YjRZy3hzJKtRixXwb9iwl/7/h+gfPsu969d4UQ8pmdSBmZBogsKb7Bes2c7jMs2s2oMt61zPjM+SWIKtnaGqEsJgydh5dE5z/2VNtkoqGAoGnbS89UWD0+8Ou/q22Am2j2//Nf/V54rC97+8HcSjg3PXFqn+2jMiQsW5SLKRLF/j+J7/8vf5Ft7T7LnHKGCk6bNj9x4Ob/99H3csb7Dz932a1iEjLRh2nz7hTfz+L++h2TXYGfH2L7Y4XZf8Nl39FGvBOUGKAetXVH8m1zoCis0QuSgq4CrSlWpTKqbP0hz0znM4F3dLzj8VxdCV+wpzbbtSzN0bvBJyf1nLnNxPCINLfZhoQN2tjzZUBEfyCAfCIxicmnGbr9cMXgwJJrX02fC/7eRlqZpR9g4s03N6KmcaD/DxoZ02GKxWXkrV5tZ/QzVrBtQmFyhvUggmMwRTi1Zv9KedxDvi3THLz7yl/gbr3uQtY0JO1cHEDryWSSuWLmjTIxMlVbNYoxCZR6TFaTH2xT9VRnSyjw6F768C1SDubdviPl5uL8kPd6l/8xSnq1QRsCV8wTTDD3LcP0WnUev41sxPg6F9eI93ntOfLBk976QziXPwfmQ7hUnsgtGSZOyFC2Y2V1DWltLoklBeHUiENKwg6rolK1lgTeK/ReP6GyJiBhKMT8RsvmRCTYJmiojXQ3pXxQWXWcrJ9k3xHsC8ZhxSjlqUXQD2lcWwtjzHpM69CIncp5wqkk3YpLtnOggJ1+JCK6P8WGAXelU0sgC07nYQGyazVnljvZWKlXEvMB2ZSjLRyHq8vVbB7NbHP/OgV4p1QG0935aff2fAP898FvA24CfqP79zS/0XjXcYnLfDBblQ8VP/v1/zrlgxj+48le5+E/vYXRCk/ckazepbwTMbKQoekeYIRXmUru0KHezHHCjSKg/91ye76Ck6kyu/trTcK9t7InGmmxNFCxblwNp/swkAw7mh3CRWMjJwx3NXEW788351Dc2nJXiMds1HLxIMXpIU3Sg6Gi6lxzX3lIyDMVXs/UzIx5NVrl4eSHZQZbj27FM5ykljR0Q42mgpmNNujG3haCKhXBxrWfjk5bFmkEGdA4lHlw9uFNBBDLNWeHygTSXXeQpRo6X3HeBu0LFz+y/jIMnV3Ajy+vufppPPfEiBo8esPuKFaKZY/Pjjl/5wNfwc/d8Q1PJzM+ITWN0oHn4tog3fPQHaV+TjDPvwcrjlqTjuPFaj5kazMuH3Pbjn2R15QyLTsh4e8DK45ag8iINZwYXeoK54N/pum0kCI7e7Jvw+aOQTkWrVFaYM1BNn3q4Vva4I5hTeKk4wrEmDyOuzvvsXRpiFpq1JxzZSKCpcO5Ze3AqQlr7C8phGxQE21O2vnIdlKb/yB4uidBpLiW995T9mNbFKa4d0r4M89NtynaL6amAZNcRj8V5qejKdTrqbVDfP1v1NUyleRMuSqKZwWsYXCyYngowOUSf6vIHLzvDP73n3fyDX/0uDu6pK2RxcgqnlsVmjPJUQRHKTkgwzSSTDjXhBIq+aLsICQKS3YKiG5ANDenIEE9CooMCtEJnJQ4IMtswjOyghc5Kys2hwLi5lXWXl8LZH6d0PnXA9a89z+jJnOV6NV37+AzbjTBpyY3XrtK9WlJULk5qvYdeCG/dBxpvxGQED92tXIbLZjmuFTD87JzJHV2iqUzNhxNL+3rGcj2ieyWXZGJrLnMeFUPGB0Lzta1Q3OmUYrkWYtKkcaZKtnNUIWqX8XZKeWxA2Q6JKhipnsLP+1LFlC1N91IqJuPW4wNNttESI5VFSnFunbBYgaM0mM9z/Hky+mPAu2XsmgD4f733v6uU+lPgV5RSbweeA77lC72Rcr7CMkUD445veYKfPPsbXCzbvPmdP8ipPyqYnzGVsFGVDVlhcRSd5/Gjq9SzHnwR0SL/hTHZW52XP8yUVJ3ZQyNRoEtF2fGYhaa9pZjeIYsyHwquavIjUIEFZTXhnIbnmx0vIHTy3rkmODC0rgX0Llna13LMIpEpw8rYYXLWYGLL/NERgYF0ReiPl7+qhy5g9ZGC5NocN+xQU0Rv4vqDcJn3F3hjhMNe8dZ1JsqdRaeqbo5uhEcCRwN76Wokf+DAKaJdzf9226/T1l1+9oE3EC0Uecfz1D+/h42dAjVbMHokQC9yoYw5x4qDxWbIwTfOcYUhMA67Caow2OMZk6EhHGS4K2106Rk+MqN7OSY8SKVRubbK6o/GrAK4MemxNi5QpCu6qUDKtuD7OtO4RHx3oaryjujcNPo8z1sntiVrUxgznvS2nA0zAxSPLU80MNDaxw3XWwOi1ZSiHbJci5ncV6DnhuhAc+/PPcp23mU9mvH0bJ31ZMal+ZCv6jzM/ktabPydGUsbMi1idpZd5nnE9BMDylooa6Vg9SOayXk5WWH5iLZMI/bXrM3DrL6M5feCio1nQ10lVBobaYKFJE7xvueTs7P87bUPslxXlD3xC8j7NXyqCRYOk8uGkQ1Dep/dx3Zj9LJETSzje4fYWNG9nBNOc8puyPx4RHcrw0UyNR4sbKNmKSw2hUktOCuzFCDCYbkl2J5gh10ZRKyq/XIQo6M1ANIVybh7l5YsznToXBRaZP9CTnJhD8JANs+8pFhrUyZG+gUegllBcJCKBnz13kUvFBiq9CzWAjrXS4JFgdmdET2VMnvZKaJxgdmb4fpt8B49XRLdEIq2jwLKbkTRC0n2S5R1FKOIxXosukMeOlcLXKRpPbuPTqOGiSNrElrbVaWQGcpOQLItg4X5SkLZEfvG9MtP0n16hh20XnAs+3cO9N77Z4D7b/HzXeCrvqj30orO9ZKLX6v4H978Tl4ab/HND/91wn+xynrgmR0P0WVlGWhlJD7vHbooHXUzaiiR9QOrfVUa1n+LW8M3t9gI6sy/mQatf14xc2pqYLFesHQhviMPhw1UFdwFD2roocqTi18BwUIR7AfYriPaMURjwcCLPmQDTWtbTjKaetSBY+tNsP4xT/IHCeHCEywdB7cHjJ4smBeasoUILSklHNuKwuWVvqnZg4ayH0tWYxRlS0TA8o5Iy5Zt1YizOXMY9OvAWDEFxWSl4wnmQi/94bf+Oj1t+P6rryTYjijbnmQrZPXDW7h2ght0ABlMwXv0RATXiraiLAztdkaeBxRpSBCXFPOI/rEZ03GLcKlIri+x3YjwIKWeVk7v3iTaFeNmH0rw8BVUECxEU0hwcpmINQvdVHy1AFs9G3CY0R82bH21BnwArmpyrqxNOWYKHAEP7p1qnKJcAK3HE7IVj+9ZuluW7HUp0WMybv/Q970YgEu9kLJjuLhpGDxb8PDwNEHqubAiejHR1NG5MKVlPeUbYHCh5Lmv0ehpgLLQu3i4hsM5pKPDKVs4kpRU981BJXUrooE2MZjUQVeT9zTR1DHrGTrXLe968OX8N2/5IC/7pof5yAfvxSYek0lWvtwI0YUSeeESwmk1UVo48UZthYQLx/Az+5LlhoZg6ulVMwCtwjXr0HZCMQQpHbYdopelVM2hkao3t5iZME10XlaB2EOgyUcRQWToXS4IUstyLSJbkc1w+xUDkrGjaGuK/gbJjQzlPPl6i2BW0NqeN/rvZS+mHLWavkPZFtbdjVe06FxzjD47x8XSg3CbA3bvPUa6rlh5TLE8tkn3opip57f1MakjuTJD5SXBVFQwi17Ezv3SMyq6itLL7ISLtOj6h4FUF4Em3J0TXreiaXNjjBt00YOE4PoYN+yQbrRYrgaS7Dx0gG+F6LwkG3VvEchufXxJTMZ6A/f948/wy8fex8/svpYf/b++nbWHSxZrwkiwQ9mFw7k8fdOzusm04QjO7cE7RBq3blBVyoOHG4C/ZaC/JbWuzuL9kUDwvNfayDP4dMT01UtYBHDEhMIb3wSMWlO2HgoqW5U+91TcocqOOB/pI8HVpIoyFtim9xSECyvY/TGD2wiwCezfJTrhs3OO3Rd3GD22RFmRc/BaVbCTnJMLtfB7Y0XR1pW3J5UxM00FVH/tAn8TvFUxUIGKzeSlMhndu8Nbu5e5ai3ved+rcJFAMOnxku03HGfl4Sk2CUQ6uCuUNLqRjOgbaLUzlouYXneJMQ6tPWUWiG576DBLRb6SiDnyIMYZjY01ZUez2OgTLiTLjHdyin4ofqYWli3VPGi6oteqo/CNukWAr2G9+lcK8FHF4PFwdrBPAey5kuf2RuLZm4mR9vBpR3ZD0bkOyzXNyrs62KqRn63GFB1NNlAs3zIlncXMzkbYzQwdeF565hJaeR78k7s4poXJsvHAlHwl4c5fWqAXBfPb++KPOnbVYJFqZjyMfR68WPcYKhpqGWuiqsmny6p6jhXRuEQd06Qrms33Kd71mvv4qVO/y8tHd6MXpoFupKfgyduGYqAIF4qy2yfZzoXimZe0n5tKpeg9y1PdSrBNmrHhnlAL8YLhY71ICuS2CfIu0ASzFGUUrhOjqqBcOz95LQJlLlACD12Z0Z3k+NiQrid0r8lQVXsrFcmIboRNZK3kPUM3KxtBMBMaeS5iqWxsrKvqwJLsFcxOt+g9K8NNuy9foXvVsvaZjHQjJt4tmN7WQVlP59ICtCI91ROv62pNm9zTu1SCgtaO6Nm7SBGOc9pPjEXi4GCOKkpxoEqEWulW++jxHF0NZKlS+h3tGwXtJ7ZlE3UOtcywrf6twuktjy+JQB+Mcv7rjT/k0/kq/98HX8vJxy3zDUM89eJis0Qy545MFZpMdF9q/LzJrp+Hvx7Nzm4VpF/QcfQ1R7V3lDRbk7NTuDBg0F+wn/ZELyeoxI+W+vDhq8vrOkMODx/Msuspu45gUXeEQRWuYYwES49aCHaeLIUt4YzofkQTy3LVoFMRl0o3DvWP6w3QxtXAV6gam7uypRolRq85lE0+0pOo/7/+uT9yPWwkjKFyWPLazWeJVcD7FucwS2l2Fj1H0M/ZfqMh7/cp22CWkh3HeyINoQv5TPNnB+hCMaWFbTl0rggKRX4lxrc88T7Mjgfo9aAZSKtpi9lAoUt5SONdmaiN5qKslhaSzXuNeNVGvqHKHh32OrpkPueoexNVIF1PZmzbCIsiW4SEpQTOeGqZngiYn/IsNgX3PvZARroSsvUVMHrY0L4hLlsr3QVXJgm27dCB59T6Po/dOEY7LtA5pCPN6HqKmee0Ll6HvGD85rsaB6d4J2N+utUIn5miWjP12vGHXsRNJVsnPtVmrqxvXKBqeQhdwiOzk1zqPE53fc7sWhcQnr+NJEnIe0rWjtLoiSPvh4RaxP1coDHzDDXLmnmYoGoyu1j014t+JCYhzkFBxZVXuApCVEVJ2e+Izs48a26D64YCuUwk0y87lSPUbIl3MeE0YHYqorVjKbsh0e5SroP1tG5kDQZuezGqDPFGkg5deJKtCeWwJf2TlQ46K4mNQCouCRg9PqPshOSjiHAiukP9z44pezH5SB4ck1mU00TjkuWa0CGjccFiMyaoEhFAKpJdg0ozGbIqSggCfBTi46ASMAtZnB/RfnIH1+uR7JUyu1D13Fw7Yn7PqLEFfSHHl0SgvzM54Dsefgf2N9dYX0LeFeOCoqUwuQQhm1RGHUc46w1DopJ6xVMpJwocVB+HjBt/uNA/D2bfMEyOQECNmiCHPQGdK5ZXu2RnHXZXyijdLQgj8ZvNM020Z26CPHxwuPGEU8XydIHpligP6Swh3pUHZHksRjkJIMqCWVqKfsDseMDslGfz447lSLNzf0DvWVh70DM/qTi4w9zsP6oOh8Pqz1SfT1N5VNh7Ewxu0aS+6fXVe+gcfvQN7+Zbe1d5vCj58Q98HWroCOaKwROKad6CYwWzMxLgGMqfzFbqnkU1VLSjqwoGTC7Xi2omQe/IVHPZFqqjziVbkoEgT2tX4A6TOnHtQSQ0fE8TTaG9Y5mdDuT3bYVl1Awqpz537z8aID0UPdFZwQMGziZ7pD7gdLDAXI/lc3kIJxa9YYSWGnuKPizXQlrbaB6ojgAAIABJREFUBSf/MCRYloTTgqKdMHvPJr1QNjoftBjnLWLryWNFb+rpbpUsjidMXtOhf3FI0dFMzyrCmbzGtgMZiqqqR2X94XpX9dr3DeVYZJYrHZ1AmofKy7DZ/HhIuPBkA8Hy3/uJe/nuv/J+fuH+f8W3bf9NyrYnXZWEpbXraW9bdO6ZHw9YrGlau1B2IkwaUnQ18X6IC/tEkwJVCAPGx6GwXaKA6ECCt2sJb73ohQKbKNH8USsdmaStG51aV1CjwiwsaKFPxrs55TAh3PcN2aB3IUVZz/S2FtGeQqfCZ18eiwknJfOzXZLdHAJNMRCVymhvIdh6O0AXCWZc+b1qhe1G2NhUvrIiUBgkmiDW6F4oEIxWhJOSxUYkIm9LJcSJrYJ0LRIWUjUM5kJD3jeEGz3ZtG5McIMOKpV1qxYZs3vXsbE8gMvbV6UKDxXhgabc6KMLx3KzhTMQj/+CiZo9trXBS/7lKjr0TWNEF77hxZcd1eDFtxI/Aw4z5iMB7Is6qqz7qJuVev51PIr9eyg2C4YPRPDVezivmOwKDq0UGGMpKuMN5cF2xXjDB57wQCKq16ASiyuFZ68iT9lWJLuQ7BWY3EgAycXE5PKbPfHajBP/qsW1V0sjdvMjlmyg2XmpondBdFXmJ9Qh7HRUjUzdTDM9uqHVGfznuz7N+ymI9zS3v+lZvqF7icdyzdsffhvRtsG2hD2TDTW3vXuKOViITncp+uCiCRJIj6AysabS+jdzYWPghKttu+LbqaqhEq+VCKFlJRiNa4WY/Tk+iUQXpBVBJyQfGMKlJzmwRJOCIA1wlbaQMzSTz0d3++ZaVImCrjahYC4NdxTEu/DG7mOcDxZ8Ml+j96wkIS6S0X6TQThTFXSlREd9msnQzDgD6+luafrPWsnOqs+OA11UZtTV5wvWu/QfmqLmS6593Vk6V4TFEk88wVz0YcoWmOXhpuePQpbQ6NU3tF1Vw1MCbblANIba25aibTi403Di/Y4Pv/FOvm/4DJ21BcV2n3DqG+2adGQqSqfg9+lQxAOLtojJlW1TuU4FosxZOMpOiA404dV97PoAF2p8qBnfluA1dK6V0gQtXHX/Helai84sE6s+I6wWF2rM0lP2YqLrU8phW4ar8pKyZbCtUBzeMo/thMLN91I16sLQfWrM4mwfb8TBKh57ZicGxBPxu223DJ2nUig84UFG0Y+Irwuunw2lTxhNrWjt5GKJqHMrg12RIpoJDDV8YsH8ZEI8lo1G7oUXXv1QmEGqsKg0x3VbKJ/jk5Bsc1jBU454P0dZh5lmkvWHAS4JsN2I1tWFaNb/xxI1+/d1HM3OtasaapV5cM2auAmHv0UgPypp7PWf8Uuf9yTqN6IRiPqcrL8KFDXuGSQl6UaELoUx0hqkaO0xWsrV3ukJ5qxjNk/wewk6VYSbC6LjJR5xIRpUsghZEZD1A8onekRzTzDNyYYxynvSjZitb8xReyFrv9JmvqlZfcQT75cc3B7hYsH3u1uWrP+50boZcKoD/NFrVf/SEYjm826U1aZQ3LXkZ8//KplXXCjXmX1mlWLoCCeasu3JRp4nvjth9MkuvUvCZDCpbFo6t41AHI4m0Ne6/1RNOzOT7AvnqrJemq4uCXGRwSwL0nOrFH3BW9tXl+zfmZCuKvoXJesLZjnta4lUhZF4xXpFZcZ9ZG0dgasallS1Lk014Zqtwvc+9J/TjnMiY8GLq1KZSABc+/gOo8cSsrWEoqOlD9KvWEKVCme4n1ZCVq7SsRHqnEoLEbkCXDfGLGVi00VD1h+YyCBQ4dDTBW7QJljKoFG44FAnyivckTWrLY3Off3cyAxBJTY2c5SJYP0mg9Z1MQf57asv4Uo24q+d/wyfHJ0m+/KAUFuKysD9kffeRfeSbCrBUkw+8q6mfb0g7wdEM8v4dsmYe1tiRGJjzfL48Zsey861kmBZYhYC+6AV4ZU97GqPaFKKmqPWRAcZe/f1BK6tu993x4Qz+QwgGb9ynmTPYVuaGy9rEY09ydgRjy3L1YCyNSRYOqYnA4Klp3dRpBbGd7QZPJs1ujWun6DTAtMKwHuKgTyH/afmFIOYaFJWZuS2WcKDpxfMT7UIlo7ZmRbxfllJj9um4spHkQxWdSOyUYi7S3ouQdrDhorWniU+EIMRM89FIx/wrYhymOCVItqeN8lw7Xr1Qo4viUAPNO710mjh0FShmkxU0ASq5qE8etQwxAuAZj7foTxQmzE/728oWzXmMhHIKtNA4PiPDUh7nnBWDWmVh7inddDNZOw8nHn8o13CpZTKAGUhm5qynlYVYGwI4zu7lB2Pzizb9yf4ScTp94qZwvCpgrxvmJ0MUV6uWfeyMHGK9mGDzleMo6PXpukTNN/7mz+rU7eeGq2aex4lBtrXYt78f/+gqHCW4HueaM+QDx2ta5Ip3vabOfmKVGfxjQWUTrBZpPlWqyHilLgjOSdBsLC4OBT6p1eHm4LWeJSwMsZiFLO4u0fvYkrRDXChERP2G14kenNLbZRtMjmP0gq0IYG+0vFRSBNfI4NtRy6LSSVjN0souvCdd3wEi8J5zTv9Cel5BKISeeO1a4zvkqw+nEH7msPGBrvepmxV5tM2RjkZqLGRFney6t+yFYiQ2RHYMdwTLrUPDXsvHpAPBvQulRIQODQxwYN3/tBI3HNIH/U1haj6bE5mTOL9EtMyZENdqSuKENf0l07ygz/2y3w4PcZ7t+7mVO+Aq/M+969u8f6Ld6CcVI5FR6DV+jz274zoXRH+eeeapWhp2UTqU9KVOXjmGJ+PSIea0WcL9CxFRQHLE118sEr03J7c86IEpVjcKcNn8UQ+X1E5tPUvpEzOiVpmPHakI0N2RjE744jGcs8XoRadHAWTFYUqNKMnHXlXcXBni+7lnMHTC9GInyzZf+U6ZaxIxq5CFUSozORONtaJ8O5dKwAHJi0JZgXZSowuPMFcKmxAKtjSE8yEYVQME4JphspL5sdXSEea1p6jfT3Hxoa9u0OOf3iJnov5N6VtZmGCSj20th1U8yU6/wtmJQiCF5axoujVTkM0NnbATbBMjRHfRJWsshbJTNVNwyO3LAOOMC9u+nG1SejyiCVe9Ts2otF5cbFHTQOKgaNsC9abjXyFI1dMHwtlW7DUeL/y3MwhH6hKwhWKmMaf01W4bZB5tl8mqeWT3xXSfhLO/I5036OJZ+e+kNntJasPGIqeIpjJ9bjwzZ6z77aMqWmE3BzYP98NqJgn9ezATTDY57BUVHM9bHTY+EN5wokweUwGV1/XYX7G4luO9rNDTnxoicodZS8U3LI8ZPWo8lCe11da4Tap6KmlQ1cPzPiuLvHYko76wv8ee7JRVGXGimjq2L3X4I3i+lfGnPodgynEtL3uj9QDRSBTpTVFt858cfWAW4VUVVBFFimmNsGheHX7aTGzUQoXiJnN+p/us/JYjJllKOuxnUiydeeJ9vyhtngofG5TSZXUkFW8KGWzqz5zDbX4UEwxVj+xK5lDYMg3OpjsSAD3QqOs+0equqfyLCl8JWFQ89jDua0qF8n4o5nDhaKeaXL4b698NT916r38wE6fXpwxSpZ8drxBlob0DiDZE0MSZzxR6oh3S1yQsFwVZ7DOVk6w1BzcHrLyuCU8yEiuFCzP9nCRZvWhhTglzQuKta44LmVizmFXupImd6Xh2nl2SjcvKVY7hNfGLO9YI1iWTM8mlW6PxcaK2SlFa8dz4o8dyjqWawYbQ/9SKVVFS7NcMVIRP5yRDwOChTSIy5bGnevQfS5lfjJhdtyQ7DnyXkSyZwlmBcp6ir5QfFXp0ZlUHa4dEY1zwpn0A5QVGQRvtJiJLKRS0JlFzZYs7lojnlja1yvtoEgT76ZsfiTFhRraESbNIaoHHkNxmNqbyfqoIBtV/gXD6JWXh63oCM2vhkY+B0I4givX+PlNFnxH4J2jI/q1ddxN+H0dwJ7HyFEVPnv0AZI3B9cS2mB+5xJtPNHDbTpbnvb1UibedpYyhl3YyiVGOvLpiTbtz+6IXshqD70/gyjEay0sAOvIRzFlWxqRyW5B/6mYnb9k6X86YnCxpOiJquFyPSRbgdt+XQao2lc96ZqitesxLQsuuClAe0UzydsMQVWfTaifhxf5lmJf7shtKOX1jaFFPWdQNS5raWFV6a9sfCoj+BMZOHGDNnqekZ4esP3SiHj3UAa69j2tX9s0QjtU3rxUG2FC0fOsPGJY+cSuVAVaY1shPtDywByU9J8VB6X1B83NvYh6jdTVSfX3tD+y3qrAXrtBHX1Ntm65nI3QeD7k7xJZZSXNynAO268aMT+paG23CRbQvSpa7lJBaFAVNBNVA111P6IKuI0xvVGE04KaQYPzBJMF83vWSUeG3sVU+OtORPaU99iwnmauyzffQFMuQGSNq2tsliI6RqAaOYYykTWvS1iuKj7z8y/m0j/8fV567hI7yy7H22Me2DlDEFpM7nGx+DNnQ0XRDQkWAYtjmt5lRxkr5sfF7Wv4ZMFiPSDsitWjVwqTWXRaEmip1sLdOS4Oia9NUctMhpGqz6CsyBu4Tkx0cYfy+IjWxQMAOlpxcD7m4HxAe9sxeNYRzhztS1PKYUK8l1UBtmwyarN0lG3Dcj2k/8SUdLMt8ySJJF/zk4mI5uWeZN9iMsvkTEwSiz5/GSv8qYjOtYIgUISLHJVZ8tWE+YmI1nZJOHGHZidZgWtLIoJWuJ5Ud/3HDxpzEjtqY2ODySxmeyrZvFL4XlsgS+9RkyV+OkfVksWBOVT3fAHHl0Sg90rofjX8dpO2Sp2V3qJ5+Hx52ecr+XH469VTDR4vidKRwC4DNEdeo+pMyB+qagLRgcgdrI7m7FzrE4Ty+vH5EG+g05fs0aTSPIz2U575lj7x3WPCnxySjUL27g5YezihTATDzQci5xAsPcsNzeRFBbrl+e9e+ev8+K99E6uP5ZQtCWDL9RBdekaPKXbvjUn2PYvjimTHk/cVrlTMTgbNpnb0cx5e7Js/Z4Pd3mLTayh7FaxRY/p11ltXXDXUc/T7YCGUvHDPYle7BNcOeOZtp7CJp/+0cNuLLvhQ3svFItxVv49yNNIDR78ePeaZndIU7TXWHxgjmukl3mpcFIntnvO0dwR/PlwARz+zF4GzI9TJm6COqgpySsnnrDTek805szJiGC55bLrZrMfhU46d+xUn/rikd0Umll2gMIsSvSyx3QgXCV8bRTM/0JxStfZ0ccjQANB10lCKtVywtAx20mqS3IihvRUdG11Xv83DgOjD2Pp5UmgnQ1PKSfVTu6SZTN6jtVOSrhhaO45w4TgbBPzYmd/iP/vf38FucBz70hm6ElozSxlY8UZBLnaerR3PcrXyFVAQj8Emmmju0JlUFModVoBmluGTAF9ZebpWgO7EMj0dVA+396hMejrFqVUWJxOiSUw4ydm/KybvKTpXXXW9pCFdDhOCano6HyXYUYQ3EO/mxOOMVppTrHZwrYDk2oJyGIsRelaic8v8XJd4JycfRkzOSLJWJppsqOhuWVpbc7K1FthKWz42hLOCaBpUImzZYZBPIlwkw1E1FbxzpfKnDisj9Ekq8JZSlGs9lO0QXN2HnQMY9iCoKtuOKHfWJjDqaEPmCxxfEoHeBTLm31AYn9cQfH4m7lUVIKAa/aN5aOUFn/s3vPY3ccOP4tBCPzv8W77SzGky1QquCOeQvGLMXz39COnJkMGrl/zCn7yRaNcQv/iAl518hkBbuiZjECxwXvPlLmJWxox+ZkGsC65lA/a+scO8jHj42nGW4wQ8fPmXPcOPnPw3/J+7r+ee1lX+2YNfgw9guRaISUNXgsfstCbZ9jKWHkPvoqh8dq45wudigb6O4u7qeShVVe3fcmjoVkf9+QsE+qgEvurr5quLVr+HgkaKOFhalPcc3N5G3dZm7TMWkzsOzoekG8Jpd8ZjKnaScPyrLPXIAJDJJBhHY8l61z4tZX7ZiysmhphWBPOCfBjT3i6ZHQ9JDmzjm/o566L6XK7ayNWR66JsHXRpvAy0hTMr+6xEC8ZFi2vzfiPa1blWcP5dKUU/RheO4dZUArTWUJSYg5loi1c8cf98JyHvxTs0qPoWRjfZ3tEj2prIQ1/7wsZdXFhlfBWXvqlkPRUURkOfDReu0gLS1b3yzUZWVy8CTSqKjuGfbL+SH1z7KHlfgnO+n6A7BZPzEC5EhdFFkBw4xreLdLLARZ72DddsqqoUv9pwUWdmYNohelE0DdfgYIlrR+KZCjSYnvf4lkgFTG5v0buUsdiIKDqt6u95lmua/nOW/bsMw6cs4ZUDipNDylaANxDOyspzN8BFhmylK4NVl+fMzncJlo7k6gKdFZSVrIDyULY17W2HyRyt56bYQUK6HrE83iFYCl/fJob42hxlLemLOvQ/fpXizDomLatgLLRflRWo2RK30mv8kBsbzQqKqbn8WIcbdVFp3EB5KIWPI/GuzgooCvwXwbpRX8wv/4c6WsdO+zu+4wcOlSjroF0F9doEpDnq7F4f+d06wzz6O0amO2uJYrgZ6pEfHAbymwJe9Z5Hx8vDubzn4rhopSerS/6Luz/Ov/jU69A7EXf80hQCzZPf3sH1S+LLYTPgg5IxfHUsxU5DbvtV+UDPvlVz4swuyzwk++iqmEWEsPJZS7AQSmJyfUnZixjfFjWbj40PIRJvFK0dx41XQTjR1MyjOlAe5c1XhU3zmW5FTrpJ/6X+/vlVkjtSBR2tAKpsPJzD5ocnAJKhaS3ZW5WpqdI1nrzNexYWZS22l4jo1SKvei+ehkqmVEPT9IGWxlTF0pGsSTM/162CWVX2m8NhsVrewVdG9I0AWNXz0QWVQUgd8KmyXs8rfuiTnEt2eWa5zns+9RLWPxwQzQQuaD27L8EcpOFcB/GiPDx372/Kwry+Odh/MYcqSrLb1inb4h1Q8+fdkUpB3r+uGKRqrM3HQSalQeYObEs3z180tcw3Q6anFb//X/2PfM/Tb+Xi759jeU9KmJT4pzskO9VAVHrknKxUBy6UzdGF0NrzTWIVjUvCWSkbkJXzcJGRzD6SYSGVSxZRf1/LXRRrXZbHIsKZI9pLhYZqPcVaGxv+/9S9ebDlyVXf+cnM33a3t9erpau7q1u90pJaiJFkNrHGICSwYCxA8jAsQVhmbEfMeAwDnhkH2DEzxsyCZ7DxYDC2GTM2Bgxik4IQYAGSAO2tFq1u9V7VXVVvf++uvy1z/jiZv/u7t151lwhMNFnxot6762/JPHnO93zP92iisahjmkmBnpaM714jX9X0XyyouoZoLEnu4R0J3Z0KmyiGFyO2Pjkh3hkyenCToq+Jp47O9RwznDXsLhdraacYiALdhKoXY2Y1NtHEuxNcFqGKinqQiSQ0EB1O0SeTRv5DlbVUwSYxVDXVVh9zkksVrNFgpLmK3BTXeO4L88P6NoLOQWR43zP/58ecc//Zy82XV4RHDzSGpPGsWmOBQROM/JKXptoGugXzKLtkydqvaxl5oKEhqko1HXq0r65UTjR2kpFj9RlpMlz2evxK9NX0zihu/+nHYGud8QNb3P2aF5iWMScbKWUpl7gqDWlSUdea7MwEm3TpPnnAgz9qefGt5+m/WJMm0suzcygNV2armv416Tqv85r+i+LZFz2JLnQl3kw0c/Qvzzi5s0tnxzE7o7y+iTfsPqwPxj945gF/d0uzwOTz69HedAMO36bDNtdUzT1jkESt08KQadQzlcekQ7OFqr17I5opsaHYyOh+5iqu48t1W0Ze7qlYDjX17w8eshYt72xHONBVV1Mbr/XSiuICPQ1/7g0MGH5aG6L0slUYHOvxhL6ZcU/3OvF+5Lnoqjk+VZTz0Lr5Ajc38EtN5oNioxQGLc7TkLhdfDDcF/lflxZlTfOYsg7tfKtKf87ywrAOhKGlaiVt+6zgxtG0pu4IF7yzU1L1JYnpIrhSdfg/7vpF3qG+Dx1bkqQi93OqTqH0TciTk3lkXAxUw+2vQuOT0lGsSiWqLmr0tMKl816udWqwPtFpsxgzyrFJhDmWOgkzKehcc2J0d45xvQ7sHTK7b43kuKLqRcIGQjb8/idfILlLeh5lOzMxwr2EjU/NqFZTpr2Y87+7z+HD6/SNovfciKwTU6wl2FhTnxGJg3hv4um/Gp2XEqGVNeZkJp2fYl/VGmn0uG4KrMxMkrQujcWpsA5TiXQB1lFviFibck4cBOdQeSEOTHAA/LxZcAi0lopa5z4vjP7WX/mfcDSozEvABze8QS0+3/bwG/XFYOzbnmhj3Jc+0huxgNcHbzUwfEJT79m6YCHR1JId1AyeLzjziRy21ikvrBJNalJT0U9yrNVUpcFahQOsVZTTmNk0wRnF+P5NRg+dobNr6T8zIh5bNh6b0Lk6I56IV2lm0i8UozCzoE0tXuZ0SzPbChpAvggmBp3PN6iGPeIrUXWt5kbeiriXqlj4aRptnOLuL9+jZe+/eUzLggveh2tN3Mb4Lf1QW9Ca0YVoHrKCTG7dmqrhM+p6gYWAtY2nbmPlG2Cz9BO838XoLuQdJBek5s5CwMtr0P6PWNVN9FjHyofVkcAqYVG2NhMRmJMfaQe37HzcujffLHpjWpvI6a9dmOut72jOUasFp6nsqQbCSY/FO3//6CHujmPKFUnbJ1FFnTnPTKNZKyGJLIVUgpXXqRJ2zppickYS5HUq5287EcVqgk3nUZ5o92j0pEQPp+iZNOao1rvUnRgzLkmf3QelqNY6qG5H5o7PobhIyeelMS4vcEZRrMXUWSQwX2IwRyNUZYlmjvFdq0QzR9mNRFytssSTimhUYKYV8cFEvO1YlF6patmAfZTmskSKAa1Fzyqq9S7x8UxaFo7zpkhQT8v5xp3EAtE5JxWxVd04KfMbp+b/W2EQNU5CC8r5C4fRA3MI4GWOfbnydYFGCYvwBCxQBRcgGj1/YzshGaAa6+HS5gopQCmSI0f/yWPUaILrS8ZeTQsm925y8GDM5mdKntzZ4raNY/pZjnPQywrGswTnlIh0PZvRfe6Q6cUByVHF4JEDJvdvEw9rZttCz4rHlmTkSPYmjC8NUJUj34joPzND2Y7oqxw7sgMvATAuOPPJiGItIh9o6sxr3Ji5BELwXPUScN90uQqjKaiah1chab3AjglRWPsehs+1ML7YYVDaOX9+ySC5JYOnjEZNcqEtrg1kEZxmOMNIvcyrr2YNxVc2NXLuOvQhpuG7h0R/QzltFY81G0A0d7x1hYeO4J7sOq+Kd/jA+AHioShCxhNH2de42wZEs1rK/kPlY1E1XnPYnAQeOR3KWbg2p3lrwSAYje3oOdYf9rlImlLPr+/81ATycv58aLxMYRwpTG7p7gjUVcfy98qz8DMf+Ar+u29+hHve9ByPv3AWox0uEdxd+SY10cQ7Qxom27pVyCStHtMjaW4yW9PU2xH2tqiJTquuaRLEdarpXClQ+0dUd2xT92LKXsT4rGHt6ZzxXX2S4wxdWHRZk1/aJN0vSZ7ZobqwIRCQh+/KL7gISjb841dlxGNhGlW9bdL9nKmX+E6Pa9JD6QRV9QzJcUW9kTHbiOhdUUQ6bEy++QlSCKZKqc6mFgkGNS0wfo4HqFGPc/Hq4/mm7HxiVQ9n8v5S5IxdZOY5mjA3attw6cM9JESNn+d4RRh6BwRlx7bs8HI1bNPpSfnkaXgsGHFoqJltw9+GFAIjRWh9aoF66LQvtKlVUzgTPgNgtuU4ua9meNcGuE3MTATJ7v73R3SuDLn4rGCzd/99wKYkScRGWULt2KonskjdBNQJLonpvDBCjWeU59YYXowayp8poOrC2ucK6p7oZQDsvcbQfSFq/o7HlnxV0708Qs1KTG6bBJz2ja8tzNk3/rrqKfMNYCkvYSO3sHmKpztP6sE82gk3r01VBNkkTS00vSrtk4ytqCR62CYYfJ3LY0E333rPafWzx9gkQluLM8bPDdcsGJdEwg0PIk+xSC7XXgK27OomChNapmoMu21t3FKB3TonBILQpZycKeQ61bEIed2bXGOgSt699il+6drXghK9d13LBLapkpZ1sRaFRpugSxHBCtWw1LYpgmnmftgMlJLn63q+uQW4JovFWGgtuHFgcYRCmrBW7PzvZiO2oYeA8vkuaViiCOtACriq9YjRbUIRzNcN0cxx9sOK47cX/PCl9/CuF97NVnfMnttg/YmcwwdSZhug/TVNhkg1e0810FE0k7kYTy3psaWzV1D2o6a5Rr6iiScSHXefPZY+qesrPPv2PtsfsxQ9TXpiGZ9LyA4q0hdP2PmyLbb/43Xc9gr5ekKcJdJkRCvMoRQnGKPIz3Q5uttw7iNTRhdSyq5i9YkJLjYkY1krg0euU2/0qTuit5/sTbBpRLLrmTE+D6RDV6e6xmYJRBp9MoEswUYRdKRmglDpXEgyVs+8OqVzEoXFETaN/fwXI+OMwDFqPMVlqSRcpzmu15lv0iEKcA6XF6g0wa3+BZMpDja53RpwmWXTjFae6yU/M+CxnnGwDEPoIIQWXl/Ll+ngdXovMUi9Ckav6F0xjO4EnMOmoEq49qXrXHjvC9L6TClcaiTcC0UvzqEqsTS2EzcLH+coz6+x9xrJ9McTWZCmcKw8I00R0Jo6E+GktTcco38lba5JMdBsfVSaPxTne9K+LW5dO2gMcRtnb1NLl9GZJqcRktcKFHPBs4DRN0VrvnOXsgrXolxWXTEsVQfyNYM+qwW39QVhUqiTeMjMNccZfpeNtzffyEOi3YFNWji0oslHhDaIdSpebtMK0czf2wjMLTGvwmtmW6BLoQjWM98lzEG+prjdCCNk6I+vUVBFNe/RpZO2fYW8T1eSj5D6DElAt41x6BEg11r56zK/9s3z7cdjTR1LMrpOlXSRChvCaZGtUgu04kC9dV56wmrBgYO+VFgPZVdhcsdff+Yd/NilX+S7X/th3vfiFxBtzrj+RkkwhjxW1YfxwNHZUdRkqCdtAAAgAElEQVRGoqLQaxUUk7MRnV1HNImwsVyv9KiisyMRkDOKcrOHmRQcPTjg4m8XuEhR9DWd3ZI61WRXR9gs4cyHD6nXe0SHE+IXDigubsjcNylBhNXsjzh60yrdHUfZj+hdLUifP+Dk4bOkhyX5irCxrn/tBTp7ljpVFD2IjyUfoIpKNl3nwOPwejjGrvXRo6nAcXFEvZIJLNdRmFGBqmsx1IF15TWYXGwaUkLDslntoMsEPSlQ46nkr/JizriKIxhPcUUJW2uoyQzXScXIG406GnKr4xVh6GEJkml5mO3HX7Kh89JovMwAyyy9d6Hq1ieR2kbRGu/R6blx0A42Pptz/r17uF6HuicYY9mPKM+tyWcF3NMolNE0M8/63VgplMcknS/mOPehI8Gyww7m8bxqs0fdiTBT8T72HtsivuSwRtE5quk8MZZ+ld2IqjfnZt+APwf4ark+IexDoVagfd2bUMg/HCAeF66JXNiwMdi4bayDLPLcY9Zlu1pZ3hM223nB1XxTbUbYCFrnUietRGNrfjhFo2WjfWTXNDgPkUcrKlyQ0gi/K4d1nguuw+cpJhcsAx0xcTUZyuPNqmHlhOhJLlQ7+lHoyldKW9G2aZKwem7sdWnnG1xTsDC/Vs7XbCgn998mEsXIJte6Hq1r1zhN/uI4Dx1J5XHw8NsLz59zOq+QPrlkOPjtu9n9rg6107zw9Bb9pyNMTiM1LT0NHNHU39dCqLB1qojGinzTEY2Up2UaRhc1nR1HeiK6+iZPMIUj3c+ZnZMuYZOzMfmqYvPRqSRvS4E1Jnf0iMY1yVHO9PYVTNFnuiVNTzovjtDHY1yvQ3lule2Pj8g3UunfWlqK29YZfGaP0YOb9K5VQk21sjlHE0d8UhIdjBvD7Hqph99A5QV2fYDNIqLrB9S3b2MjX/k6KnCd2EdYGqp5JOqSVNoBzmYNH16fTCTCGxlcL8NpDVkqyXzPpnG9DuV6h+RkjEoTyEvZZI7HkBcw6DWfdyvjFWHoGyZIPV+gbmkBN9CMN0g30CRP+Uz5ZW6gFkbwbIJxaVEzVQ1ROff6msRb6qlo6wNcLCJTpi6IDiXMo1Xk0VT1NUyRVtju/3daC5c2NiJQFPIstQghmZF0yKmziHwzwcaOfEWTDi3dKyOqQSo6Hv5rbaQaOueCp67mXuwCFdK2HnOtn9ZDy380EZKSD3H+s2Rz81BRgAqcaphMtYcMGqkKoDbz4whDt+5FkMEIOYSwIYRK2eRENITqbL65WV/01Gx27U3Ptu6pm/P2oTW/fPPw4Ajka2IUO5eGTJwcWFfHQtUMxrddg6FkjjRMJL/JqnAuWkHiz9u55nqExhcgXrauXbMJNHNKSxGXQFXMDb2mweZDPiFANVgX9h5C5W1TJe789xk83CessjqWKLROpHMZwO9P7uPrBp/m8YfP8rmPPMDknHzW5OEp3/3aD/PcdJMP/trDEul4WWlpHQg6V6I9UyjG5+c9eE/uFEntaBLgwpTxtqG7X5MPDJuPSVRbDUS0rFjpC7NmVjM726HzgrTwi07yhr1T3rYhLfieOeDk4TN0dgt0XpNvpqT7OccPbxHNHMlRQdWNsF5moHNliE0iyjN9olGBzUT/XpU1tpc2Fex6WkLq+f4dgWBcbNDHEzG8SokXn0rdhO2I6mQofrNZhEsNNo2kGU+kRDs/9+0SfaJXHQ1Jjkc0yaKyQo29/k0USY5Av4wRbI2XNfRKqZ8BvgHYcc692j+2Afw8cAl4FvhW59yhkgay/xfwVmACfJdz7uO3ciBhcTceWPDCEK/BmtYC9a8JizkwJsL7dGCOIJ5QQ6MMnq1P0IWKSFP413jedJMHaNgE88+uOwadl7jSY6T+uJVzUM53CxfNC3VUuFk+eebiSHbvRIy+quomnCOJPXvE4NIY6xUO41ENRCgHvedGFJuyAvNV0zBJ5Itl03TRnFMdNs7mGtDaSAMs0r4uDqxxTbGQnEPLwPvvEHldb8z1/HUhInJmjsc373c0EhNSWCUVsUHnJyTBG8hmjmyINx8iJAXlwHu7LTgm3BOptnboUi1sdC5y/r6r5vfGsXAStblIYBkTDHgErz9/mctVzECX1C4X+CiSAlunFRSS6JT+sjQes0BRSnh/sadAtq5puGeqFkhKVUKbDBTKEHmAaoTXbJAz8J9hdavWxCoUDtuaE8E7d8o3C1caXYiaaFxUlD1pUxcip6qj6exXzDZEernsO/7D5dfxroc+xQ9f/HW++dyDqDccc+f6IU/9wZ38S74YVyvOPWkl2f/CnF7b2auYrQvXX1cwPavoviiV0dHE0dmz2FgxW9NUmSKeOpF3zh2T7YRoEEvkVDnSg5JiTaiM0aSmGkgT9em5lGhsSY4K9KQkO5R8WP+pEWiYbXeJTyrqLGL1M4e42FCtZWRXRxTbPXHGygodMHAzl02oBxnFeoqLBD7VeUW9vQbWYpOIuhMRn+Ti8XcHuNhg9kXGwK720bk3yN6hU7k0XdG2IjqaijcPgt13DaoS+DeoturRDKbSPlOB2JCixA2HqI11bnXcikf/r4B/Avxs67EfBH7bOfcjSqkf9H//APD1wL3+503AP/P/v/QIi95rhS/jjMudjhYw6JcYyoIq5p7hQgLRiTJhgHbkd9d0dUIJH3ge0sv7yq5m/Ko1rzhJU/kX+K7BYDutBCtufV9zukoSYNaH3AvaPP5/k1uicU00LqkzaYKc7Uqy0qaReHXe4wubUfv6LUdE7VzH8v/LEJn1Qm4CNyhs7FClwsUOkyuqjveC/eahakUVhwOfbyrt69bcO8B6g48SD9r6SmQ9FuNUZzT5kbABgTinIQfhzHwTcssbv5o/7izNwSiPjoS8Q/OasOFZqFOBN4zzkr9OPPaz6ZANXbCmNZ+rksawOq/701BWvSOimSdEm2vhh41vnBcaH/0ZJ3LDcTD0cn/FELciFVqbWxj+ulg1n1dKB4/dNbBYwzrSSlr6xWHeCtum7BqKgSEeSXVwvg5Hf3gW+xCcNZp4BJc297g+6XPPT1/h8X+4iTGiCBnNHOOzmmQo/QB0YensQ9mXJHlnx1GuyLnVRrH7RZrVJyAZSeXueFuK0OSaOo7uiRhckQrn2ZYoXsZd6fMaaM7JUUW5ElG6hGxaNsnOyR09dOWIT2SiROOS44fW5zUHG0mjHFt3NlCVI5rUxFePhLmzPaDqx6T7MxEzO5iQn+tjI9/SMBFJB30yBWPQRyMx6nWNG3SpVzNhX3kHS0/zBpZVRnIsjeOVRAL5KCU9CpxDTXLceIKKPW2uLCGOpYZgpQ+TVrXay4yXNfTOud9TSl1aevjtwFf63/818B8RQ/924GedlNv+oVJqTSl13jl39VYP6LRKzfZjwYjdlHPvR/BiFpK5wcNpGRGZLN4bC4k8BJttlADDYqxgekaTfq4imrg59NPG33043rihAZZwQbzKLlDunPHJmaAB0qIhulhTDhJ0aUl2RhQrqSheDmLqbE4fDNLOgWXS5oo3532KcQ//L+RHPC6/kABVUPWld2vtPXAXhUbcbiHZ23j9pWo2aOVovFGYe+vRRAmcEklnnjrzX1fJ9VdFyyiBQEMxC1Cb84m/9n0P5y79ef2m5BOgciOZMxz9sTj/uMnncJNN5HzMTPGa7mV63st+//DVVD3fEWvq54lV6CAHPA9k5huQaj0QNr9AjXSukVMIcEwTOWl5nW3dv8bbb/JHqol2XevjwxBnSR51jiZxbmMlEYDzXvTUiozwQFPHimRsRcK4dCQn8D+98Fb+xtnfZeUbrvKZF84DsLY6w1lFeZIwul0RTfyGOpI+tboQ2mQ8spiZY7Zh0IWjWBOPfvBM4OM7RueEdhk6OvWfPGF4cYNsr8QmmrInMtT5qiI7dF5xU67F4LEDqo0eo7sHpIclTiniYS3yGKUkR/VwSjc1VL2IfE0KY0wh8zgeBa/BFzONRJ/e5CI5kOzJ8/FJIXThupbOWWUt3vygR72a4RREIxFvwzr0pBRPPkT1kWnsRGg+gqdqul5HfgeJ7FNpvMPMy0JEkbyu3xGcf6nI7qXGnxajPxuMt3PuqlJq2z9+G3C59bor/rEbDL1S6t3AuwHiwfrceC/JGKiWob5BouAlRjsSuCER22bTBNw3lMl7KeKq04KA/KahKmGT1B1NfD1vfSCNe9tQCEHYNU0xD96ge0MeSRVnszmEn3ZxhFKYUd4UVZz9iDxedY0v5w/sE7yhV83xNAZswYgv34SbbKK1GDuJhFyDkxfbFSqt0XsJqlLUfQu9OQ6htENpUMqRpCWRsRhtqa2eO/WtLxwddYg7JdVeh9c//BTDIuOZ3Q3qa116l3WDxbdZMw1nvmWorW/Crqxqfg8bQniPQCnuxo3Otf50Qi9te9pOSXLxUrJHjCJWmmemW7LhTWW+BKpveH2b8RWYQfO5NzfByoXp0eoB4O9dgHcahpBSzT0Nxy1RnGryDU1tA0tzvtnIvBPjC4yqTGO0wkwt5UZElRlMIc/ZWGCeeCytFGdbjj/46IN851s/yA+86r38nT/6bvKLJTx1GTt6CF1ogtxGueIkyVooqq4mOYZ4rEmPLFUmAob9Fyx1iM60YnxeEw8d3acOmF1aRzkRJxtcqZhui/rj+LxB+QhkdMEwuCJyDcrB9I5Vyr4hmlnh2RfSmAUFdS8mvjoVxoqDsm/IDiv/WZrkYCaNxDua5KCQNTwrBJvPIuJjSZ4SRyLLAcKAmRa4NKE+s0q5Ipiirm1D/ZVE7UQMODT6+spa0TwKCpTGJ9aquqmToKpRI4/7e+gHEKg3L4VuGSrHb2H8WSdjTzO/p/rezrl/DvxzgM6522W6W+aStT6xthyqLjBwguHXLa+uvUhD+OrmGL9omcjz1ifFbNJaaH7RBCO/vHjMFMqOJgPi68eNQQ6cbvHY7dx7XD7vkCn3x6BDxVyAfCIz1y3XCLc2lh6hvStTZttp02neaeFxL2vZLAzFgv5J+Nzm6ZZBk4oxCKJoodI2OVb8xLt/grujEV/1b7+fs39ssTFMNw2zLYNNHMV2hYsscVaRpBVVpakqI6flFOVxihlrzFSR7YkB6eYijnXy7Sf8+J2/wqpOSB+I+N4rX86n7ztPXkbY393AJjRJ5jpx6LCp1lIEJElKuXnBeLZ5/+1r0SRq1dy4h5yDquR/7SUgdCF9fV0Et5sRK7rLoZ3yqb0LNPCRnXukIURfkONgaaNqcdxdeAyaitTmdUGnJxJDqGq3QEQIEasKx+GNbDh3XflrFuCn1rnKnFAYT6d0kSKeSBeo8D4bQ6UkYtQVZLuK7ouG/+8NX8z/c/sHyG8r6T2esPPtrwVTSW6hkLWVnMj7oqmje00EC6dnFJOzhmzPEY/mjXfSY0e2X2BNwspzBSev2WpgmeGljO61Ersmyelo4uhdq4hPSmbbqdRm1M7rytsmCq1Tw+xMIh79TCBVu9Jheq5LNKmFytk3dK9McEaL9757IobXS4vXqz2opDALwPUy1Hgm/xdzYTrbTzAHY+LaocczVFVTba9gDsYQR1Tn1jAHY8HsN1dEm6nVE1dNc+pz6+jhDDUTSYWwIbs8R6UDXDcTXv10hvJCeXbQFSrnLY4/raG/HiAZpdR5YMc/fgW4vfW6i8CLt/qhC3h8+/ebvfaGB1tGeQkXbbwsn0DTnjqJ8XN/KVGLP4RlxomyUio+O5sS7emmPFlVteheaIVqiMo37nFqybDfsCGETcMXx7gkbtT76k7UNJcIlLpluYc2Vr1Ms1z8HuYbQxvXZ24kbSSGbvaaKfdGIwY64i9/7R/xzBdv8vq1y9yR7HEp2aOnxMsxOGJl0TgyZbFAjaJ2inMGhs4ytIZrdZ+h7fDh0T08N9ngr537AOejPsd2yqOF4v2PPkjn2YQ6c9g3Tuh8rAtKkqtBK77x2BG1zuZehamwDD+Fx08x/gt/NglYh/NyEc5BiaKipqtihpOscQCajk6tz3O0jP1NxjL8uHxczf1t69sEaKgdsS3lrxro6haYdw1uXzlM7aMZ72Hna4rOrlT+2lia5kQz+PT+ecqLNbdf3Ofa9XOicTMxQiMtpbtXvu43yhJmmz5KrmXN2VhRrkiyOzmR56cbCS5SlANDNLXka4bppgYF8TiiyhTZvqW7I0a6WE8kMVpZzKQiGuZMbu9RJ4qVJ/fI79gAhJ0DsqnZ2FB1NdG0FibOrEZPSoi0dDOLNOVGl8m5hM6OTAJdW1ThGXJJhKoS6l6C8i0fxcbIfQnRuotFjM11vGdinRRaVb5SuvQ/1kqUliUikVD4BuFV7enMSrD5yRQ1nQlsU5TQ7cxtxudRIfunNfS/Cnwn8CP+//e0Hv9bSql/hyRhj28Jn29NzibEb03m02MCGW0Prvms4MW0vNV25awu5wYy8K6XpRTCQm4n2XBeVwYoepri4pqEiZMSXVQNxDIvXz/lRoSJUTsaYaKgf6JVE765OGrUHoNAV9kVhcE6mXvxNlGNlxeuVwN5tDHx9uUORsAbQxu18Yu5EXURFGuOP3zzP2HL9HmqHPEj5z4ir/EodOlqahylk78NCq2k1V57rJsugSPwEDUw4m3dj1G6mq5OGNkZ1jn+8Yv/ORd/w4imd6TZP+gyfFVFdi0SvXodPGl/DYyjncAPLRzRzbQ6dailP+b3O4i2KU97hGLdcdZoSlfTUQn59S7diULn8/kBc2pnu7hrwdmApiYhPBeebmC35XsU/tb4RTE/+IZJ5OdviIaFC0+TrL7ZsEZJEriW5GR6VGGmFR1g5XlNsRJjvbcPhnJFUb9ni0ceNPzk/T/HOz7wfXT2Lcee0ZPtS0JV7o185uCK9T1pReBstqHpXvUiZ31puSgJZDh6VYSLYPXpmvXPlYzPRWR7Bb0rwpjZfyhj65EJxWqCrh0H92dkh3Lxq44mPak5eNNZsoOaoqfpPVtQraYS4RQVK48fi76Mh2EOvnCD7q70rDVTiI9m9CqBfZR11J2Y6Hgqa7JFsnBpJHRYB7qw2LUedTfCxMZDfTXVWkbViYjGlXSG8jh8A92Flpo+UsA54cmfTET4rK7BGPHmq1r+j4xAOtMcM5rg/iw7TCml/i2SeN1SSl0Bfggx8P9eKfU9wPPAt/iX/yZCrXwSoVd+9y0fSXuEUHM5mbpwYCwY9eZ97b/90DXEJ/NQuJ1stO2wmnmI22aNKA3OSrtDG/vHnWpKuSOQAqnKyE5dtxKzy6cWiqWWHmtErxS4WFNlogOCEnimylRDaQxFPMGoN+fgbattGfKFZGb4vub5edetNt0SfPifwzd9w4c5to5VXXMp6mJxxMqwU88azBpgVUsm1WKpndxAEwqjbqKdN7I5XR0zsQWls8yc5aO/9wAXRyXlICIe1ygL9/6bnO3//Qk++Ol76VyO6ew4ptvzEKbt0TcRij+VUz34FgQSrpvyGkd16ojHqjGS6ZFjfFfNk6Xh1YmHG/ZMo2jatCe0rfsdHIcW7h7uuZ86CymCBYmO8Hi4DwsT5cbnoRWtBufoZlHc0gjVu+F78vWIKNNUmSY9rOhcGWM7EaqyFP0eoztlc3gkv52/OniackUgGBdZ0n1N2YNixRBNBUd3WtHZFcqlDbIIBk7ulnWYHimyfUfvilAwe9cKZhsxK4/scvDGbTY/eki12REoZith89EpKFHbPLxPKsR1jVTP7lVE05ru5ZxiPaOz51B5iRkpIp+MtX0pTtLjGWoyY+2zQ2Znu5w80GFw2fPeI4WZ1SSHM+qOwfRS1NRH2KVEEc5oiRaMkira2hHvitSyOR6DtSRHI9T5dVRtJeEaGcHcjecPGwO1JIhdluC09g3jfeLWF00B2DRB+YSsm0yER681qt+dYykvM26FdfOumzz1Nae81gF/89a+ujUat4YmsbTw+Mu93c0XTAOz+GKcUIATCjhCK71AuWzojeEcguEDuTqtzaPuqGaB1ynSzLlwmFw6PzWeofdwTHl6KNIUuHij0yRWTWsBewMdPL02Dm9bRVELWv3BI1++fsvXsWXgoUXLNK6hLVZ9h+vU/IPtj5CqPnv1mC3To3IlI1uyrjM0CovD+n+nDY1GLx1A7SwW5418SY1jXXf46cN7ufSrE47v6dI5EPZF97ql6kYc/LWz/Ppv/N9892e+g90X1zAnhvhE3+DRN/cweNbLBnQZ0vCbQ5C+0EFvKZYcwGxDceHSHp+c3cHt0VOs6oTOdWmhh55z/3VrnrSN9EINQ/s4wmNhrqkbn0f53IOfVw2DSS/OE/BzuVUH8XLePAhVWFknmvK1Iz2UN5mZZXwhJu0Z6kQRTUXCITlSTM9Z/tHHvo4v/bKf4Hf+6v/G237sv0etFxR5isk1q8/I5jzZkuizyrxDEkHitSOyXdHAqTphHWkGz04pNhKqjuLZd56js+M4fvUaa5/ap9roMVvXZHuKYjWi6Etf2s1HRgzv6pEMLfG4winFyT0D4oml9/QxQfW03JCCq6pj6FyboMqKenMgbQzHFdsfPGJy1xplTxNNHfGJNPOOTwqwVjpWjQSeFAjIEJ+UqKLGvLgPqSxIdVhAlgrEojXxNWl56LJEvHQvMexiYc/IsXX9Na+kZsal6FmFPhxKfm6WC3yztoqb5ah+Twgb1S3c4NZ4RVTGwuJCDeH3QuXmaa9tQzItehksFUGF5iEtTDMknQIX+gacExpMvu2JuVDVGIvBrTuhklItLmgXjL67IUJoyuvNXGq0KWMPYX0bf2d+PE1EEi6BFa8ylLuH87lhLBn3xtvXUHct8VBjLwpVri410U7CT339TwFimNd1h9wJjlg6S6wsI1sy9JDNwHv2sdLEyjC0BcPacSFK0RhqZ6k8pWrmKqxz1DhWdUasDKWrORsdY7O54JTOa/qXc+qOnNA7/tXfIRrBbc/U1Alce3NFdGKaGxSu64LBXd7kws2c77PzDd+zTaJyfm10BXcODvmSztPUzqHRODWXSAjOyTKbJsA44R6Fa27DnArG2rFgxNv5oIVjDr+edj5LvztPTtBla+7S2lhCDqqev94aRd0zmFwasZvcMTljGFwpxWkpJBkcTRTuSsZT5SZfnu1RZbAymDK8ljbJ3/FZjS4gPZGm7NHMNc7P6tPieY/PxXQOak7uiDi8z3ByR0+K5iqIxrJR5auKvTduYQpRaB1dTIUJNHX0rtUM7+5hjcCpw9tT1h85Ym13LFFzyJkZRXScY7sx6eUjwdE7qdB6jSHeHeOSiHRvRjSN0XlNtDfE9jMRSDNaql6VJHTNtCQ6mXntISuGPahSJj1h0wx6Td9XWRSRL4CMBDqKjCRXE9GqV5U0YHFaoXLRzYcBWIu2DtXr+nnl5DOTWKCcoq28+NLjlWHoVWtxtopfAv2xEdFqG33v5Sx7bCZosQcM1IEuXMt7VthUvImmdeHyRtI6rmBA24YjGP+FxLF/4w3MC6cWN45qbqwbzjtzw96ck2cd6XrOPlIetmnz223EwgbXcNUjh3TIUt5rVKDb4mTz90VjTXG+5A13XObycI3dR7fp3H/EV3Ysh3XJ2OUMtGFia0rgyEY8O1vFKMvYphxUfWYupnSG0kbEuiK3MVvRkK6WkHM7GlKjiKnZNiM2TMmqNuSuJFbGG3uh+FkD03XD1S/pcudvzoiPcpxR3PVz1ygvrDLZTpic1aS70kw+aOa0I6KAlZ/mwS9AKa5l1Esv7NXykvMNx3Y2ZOIiNlWJxvP9nW9xuETTvWlOqQWPLWzgan7MzVQ8PRC8pdFEt3Y+Z06LbMAXYYXHm+SuwCrRzJGvCRXRzKyXHgDdkYK59x29loe238+Db32Cx3bOykfUMDkjRt4UNHBjbRVrT06JdocMH9pCH8tGPlsTmCeaCkOn6iiiqcfup458RTWtCqtM090psbEolOrKMXh2gjkY47ops41VoUtmkShGegxc1U560eaVaMeXkkdTzqFGU1w3FYnhQuSCVe2w3Yxyo0uyOxZ5g2kORSlLKzKoWYGbTFFauO/KunnfhW6G89XtDVHD6+qr0WRu/CNDtdVHF3I8o4uZVP8eSSW8XctwRmH6KTqvMHsn4sVXFW6lj+1ln1czkVeGoadlUGHRqw6L4zQYxwVvSv5UVTD0vn0ZeGOoqDvew1FQdmlUDRtxszm82nx2g6WqxXWycKyt0V6kbVG1cB5OIXh/6w7dTIhsniidbyYLydVmo/Ar21+gwCMPnyGvXTy5BY/SH3P3yYSPH9yLqhR/6c2P8c1bH+fuX/heXLcm3o1IDxXRBMzMEfsCs2y/5PiuhLIvyTZdBKqhUOqyQ8vq58bSOKWeH1eQFS4HUjwyW9d8z/f9Kg+kV1HW0dkrObw/Y+VpKbYpBxnKZjz39YaLD1ynrg3T4x5xUmGfWKFctST7Rip4A+x8mjffugbhNa610Vtf+RsqgnEwO1ezHYtKYKo0uauEO18EFsnSvX4ZIx++vM0GapwFdarfcWvDf78La6f1Xe2cQHtUHTnXKAcqR7aTk28lOJTvieAW5no8kmYkR/c7futzD/DurQ/wE5few5uvfi/uXE417tC9Jusv8frvJ3cautcs197UJRl25DMjRXboE56pZrYmSZXs0JIeVCQDw/C2iGgqkYA0MnHMNmPSg5Lk2GJjwbTtIEOPcuKJZXj/GpMtLX0chraJpgMkU3Wlmjw5qbGJontFofIal8TUqxl1ajB5TdmPSA5zX/Mi5AqVJpIU9Uy4xrsGSZyWpWDnuUA8rptC7tk1oQgqMmBdo4kTHU6wvZRyJaGzV6LzGpv6WoFE+/UBxfmMaLtL5/IQfSTyCsYXad3qeGUY+hBSNiJWi0Ztmfe94MH6xRW8KpvIBNbl3KAFI1/2aPj2NxiE9gJtwyVLC7T9tIvm3x+ONXDvG25zO5xuLejlhODC8/57G+87eKwtrneo+NS+uKmhh/rPCs21XeQWzi14eNbIc6oSGKJYddjE4ezbuWAAACAASURBVPqWb9j8FP/DJ76JzjWNshpTSGJWVw606LM75ag6ppEEDt4tiPEL7CQbacqeJK3l+51vzmE9N9wx+OyI6+UqX959ElPI66IpbHxmwvBShzqWyt+3fMkn2IjHjOqU6VbMH1+9k8lqTXIoF7tRwQwbYYjYWqMdrYWE/AKEETm0N3ROg1ktuTPdo6sqcue44q9rgOWcUVII7ULhGzeMBSel5cm3YaT2HDzVqbnVcQqUEzaaZapp2JTbCVlrlG/NZ0hOLGVPC89+WHF0T0q2J5th+skun/miCxRc44GzO3zq6YsMnnV0r1eMz0VUleD/ybHo2tz2WweiK6Ph4P5U9ICUSFajhEk23RJP/ehVEXUC2aE0LLGRIh9o1p6YcP0v9ehdtXR2SspVaQ5fXxSDl6+INs/K0xNsasjXY2lq4mB8zpCeOOHjT2v0UY1NIqJZRT1IKdZicJBeH2FG2kuJO9S0EG9dK8HIAdvreKPtE61KQSeTpKoxTetBFTlJsvhCKRdHEg0EXrzWVP2YZHeM7UpRWLwzRE1zqvPrmImm6kUkxxXpzhjXiXGuD3mBy1L0n6UEwp/bsC3v2R9VU2W4ZGiBpkWe096rChhny9g0HnHU8oyZe17Bm29C2xZUs8CEuImX1l5IMDcaAaOlfexL8NQNCTpFwxZZWOjLEUDA6P0HhHJ9OXa3ECE0HnQ0j3zq1IlsLkhBAV6AKnKkB4avetvH+aFPfiP15S6xN+CS1BbOtSlB1dLmsM4UK89X8nxpm6If6UvqKywzgy7sAoaNUVh8yFVDtdblvS98AT905k8Yn09IhpaNxwRgVhbiqWPyXxzxtvVP0lMFP/r8W8jriKOrK1KRWXsmUgszb4wb8/sZ7hHhGuv5e8J80rmi6juqjhSKdXsz7k2ucWAz1vSEy9UaofJWCpnmBVPNfWyxYG5gzYQIdDlSXcplt3Mty8n25nm/oS1XfjevWYow2vOgDUWGCt6yH5EMRcPFzKw0B/EGaLodk5w4JucU8VCO92cufynve/CX+Xt3/Brf/jv/LXXqmJ6JRKajK6ybAMlM7lohX5V7lZ5IDiCaWqZbEVVHWhCuXK4p+prkSA46PZaG3jZWrD0xYXwxY+3JitF5Q2dXYKXxOcPmpyWBH48tK5+T6MscT3F60FzzjoXONTGMZlwIVu71ZvINUbaMrh2JMm1qmJ7L6D0zRF8/EH2ZfhdVW+xAeOyuRnjwcSQYvG86omY5drUrKpe+iYxLRKtGTWbSYOR4JDekn6FnNXVPksX5uQQudIjGUu1bey2d7LpvWgSUW110nmIOJ9iV7uk3/pTxijH0y5NPcSO80BjoZcPb8vJdTLMQofV5y5TTEOq2/l74nj+NV9UyMLDoUS4beZhvKs173KKBlpzC4sneAO8A3qW8wXN0fuPQHquuM1FzNBMRKnPhGnnPI9+s+SsbH+H3f+H1kqgOap7Q6j+72KO0SViH7kW1Q1eudY4+We2jgXC88/oHaZl2/co6zzw0Yu91irN/rOg/OxG1wUePuPpVG/zwF/w6u9UKj5arXD5aIzY1qlToQpLgOlfUnda1akXWp92jZnNuzR3l/DUqVGNo33DuMmd0zrGNyZTmD0b3zTH5cA9eyiFgfj8XMPpwj1pOwg3vCbDiqR86/87TWD3Qmn+ttSPHoVBtOK/58c3clXjWNtHEo5qyb0iGlsnZiGLVsfWILJxrv32RX7p9izdkl6l6IlamSycywCNHvqZJjy3TMxHR0/Xc0bIwvM2gnDSj6exZqkwx3dBs/MkEHIwvZoxui1h/Yka+FnP4QJf+iyXj8zHZoWWyHUvENYPDB7pkh5bOdWn8rUqLsZbZRtx8Z+/KjOh42rQadFnc9KuNpjVYh+132XnTilTrHtYM712hfmiV7vWSOtGkh2nTTEiKnyyhT7Ga5KiipN5aAQvVepdo56R1M5zQJZ1DtYopdVk3x2FmThymvMYmhmhak+yMUEPpmuX6HfRY2hoSSWP1Wx2vGEMPyEQ8rZw/zMkQmrcMzUISTHvqYSv5dLMKxbA4lkvl20JoL1fdeMPmwZI3vvz+9iYQqJ6WGw1ga/HdUOzUjkpa39F4d+H9bQfT5yN0qTAzRTnwFZH+O/VUmob/5F/5Sf7WI++i6ophj6ZiiKMpc6++VUjWiMM5vL6HgkSMvcnt4nVsIKqwi/uJXki1Y7wXcSFK+c63/C6/ePmrSU4yolHJ7OKAB975Wc6YEx5OrvHL1Wu5d3OXpw62YFBhDlLB5tuJ+ZYzcOr1C5t/YGNpcRAc8piNZVMyE8UD/av0tGJN+gXy6PGFBc+8yQ+d5oAsfWebyXMDAWC51qG9Oegb51rYYJvXnDICfBckInTlz7G9thqoUNol6sI2cFTooTo+F5EcW858coaNNcPbYmkUcuiIVc3ffOrb+P5vfA8/9/3fwPFdETaGw9fXfOmrH+cdZz7KH4/u5r3/4svEi5+IGFk8hsHlnKprqDPZWEzhyDeFWaNr6F2r2X1th951y9rTMybbCatPTnGxpliNiEY1unIUqxFVppmezehdHktRU2yIx5b4uBCpEsBFBn0yFugkL6ju2GK2lWAKS74Wg4K1p0s6T+wwfN054pEly0WBMz6aYZOoMdJqWnjMXhH6dUoFrEWfTNC516ExpoF5nDGovGjYNXr/BLRG9zuoWUF5fo348j5uNEb1e7jpFDXoy/GOp6Kv0+tIv9mXkFk5bbwyDH0Lo3SnGDdoeSQtz3hhsYWF1ArXFz7/tO9cfs1L/f35nAvzY3upY3Bqvuhu4FmHROtLjZc5x8YIWaH1OQ35Zo2ZauquJRrphprpYsfd0Yjxs6skbl7aH4xF0w2qMXJu4fsDXi3HruabL9CWbm5GaGMXS9iRnChq5/j6wSP8fOeriYYlZlJw/Y09vm39cWo0l+s+j0/Okpia6TRhbWPE+IUEm7R2tfYGeJNr0lRgtw1oey45f70ix6qZMrSOVQ0DnfDiaEXgs1AwpZirVr7cfVpyXJpDvsn9b8OJpzkVL3WesOgoNVHLTV6n/MEsFPn5DdwUzrNdDFVnLoE8eKFmtxrwNduf5dHxbex8UURx75S3PfAoR2WHy6N1/vZj76T/2YTuiZMcmY/wRGdHYBld+AYyqaJzvWB4Z0oxkOS/siJFPLotnc/J0hJNLKa0lH0x8qZwZLs5dRZhpiV6WpIczDBDqTp1SSwwSiedK0UCyXFFsjNmesdApMBfGEpkk/uiL2PIhoUoTRoteL1lTm00kdAsIyNSCnVNvbUi4mdtsULrRf+CaKG1uKpCRZFQQUcTosNEOPcgbUnX+6iRGHVXlih83+DQzOjPsjL2z2UEL9RPIBWaf3iDH/BubQVKCLCC9Af1xRcZTfOKBe+o7eUFbNQtLpyFPIBqPXaTY11YuEuLuL1oG6x+6TODN98Uv7T0dlQFhM5HGlQlHxiStW36Zrhmy6u3TRkEiEcKV0B+/5Snv/pfMrIzfn54iR/9xW9uPMz11+/ym+P7iEJVaPgeOz/OtrFwCt9RSpKQ1of7ygtSuUgJwwBh2Zi8ntcMaIU1mmR/Sr7dJXv2kOSo6ytpHcWqk5LyYc6D3/JZHkivklDzy8dfxO6sz3PH61inqKwmOVTkGxKtOOcWWErt++9a90DVcuztylidSwLfJg7RbXHoXLEdnXC5WuFSVnFiZxw+ukXiz11PZf4tyG+cNnc8rTZo9DQbjHdYGm39JVipnftZ9uDb0FG4PzeMFjUYaHTzw30wJY3hcFqa2zitSI5L8vWE7KCg7EVEM+clOBTrfzJi/7X9pjfuP/upt/Mbf/tHyVYVHzh+A6sbQ37tj78QPdNEU8XZxxzRrObkDkO270iHNTgo+oqil+Ai8dzNzFKsGo7uyegc1kQzRZUqOvuOsqdF3CzR0nh9VmONIj3OKVZiOrslyklT7ug4x6UGTqZMblsnX5Vj3fzQVWyvg947xK0OyG9bQdeW7IlrEEd0P3QVLpzl2ps36RxIRKoLSdzOznaIj0swirobEx9JpyfX62Cffp7pW15H97Lg7io0GinKhk7pVvqLDJ5pjut3RfLkZIwaTcQJ2j1AdTqC45eVYPpVhTIGkkSSwc6B7xnrRpNTbvrp4/OhYv6nHZrGmC0M5zvJlzLhQwNok+PLqB2Tc45yxVFs2OZ1LzvU0s+fxQibif9/QV7BBaYL8wIn8Iba+USq4OZtg75wyH+aCAOYnbWUfcc/fON/YK8eo9H8L+9/u3DyHZQDxw/e+z5+/LNfiZkqTCk86NDsAicemC7lMV1KMlaXzje/BlNYweGh8eyVh3t0aalTgzVSbKQqh84Fskn2p+QX1+hdtxzUOZ8tzvOPvvX/peoYnviBDt9/4X1kquTEZrz/yn28qr/H0XEPBWx0p42GfZAg1k0ugaaKuf3TVI/aOYTiCPeA+Y7gYcBL0T5dnTN1BX2dYmYCK8gJejjkpeA65DiaYrc23NJEPK3NSXE6FBM275vNVXeTn3AMS3/LNZNNN6w7m2jqRAt1sXbUqeDE8chSek9+cluXciAMGRvBuQ+POLYGg8J+xRHXn91onJhoJMVSyUnN6jM1nX1RkyxWJBG/+kzB+uO5sGrWhEoYT6SVYdHXUmF7RjNbVxzelzDbMFQdw+SCcMzz7S7JUYmurUgszyr0rJBEbCdBlw5rID222JUuavcAV1uKCyuYaUV8bSgNuMsKe+8don2zZ8n2S3TpSA9zUJDtzDCzUDVcQWVFiXIyw5w9Q+/3H8dFWvSuAqwT5A60FqNdVmLIvW4N1s6150EkDWLh31OUDVNHNLC0YPJJLMVSfrNQ5tbN9yvDowdCo+omWdWCNIIHIx6XJGCKFUiO4ehNBY987T+lrzPe+vhbufzCJaKZUCn/vMcC7ZO5QWkWcrgvAQKxLDTNEO9+3upO0WLV+PctJ3wXMP6bDDNT3PmGK3xr/5iRNXzNp99FcmCwqXjAb/mST3Ip2mf8/Apm4DB7ajHcV6K3o+wcwklP7EJiVuCduUe/SBcUmIYIafPXgnBMXpNeH/Hil28ydIovyZ7jPaNX88Z/8BG+0hSs6YKP5bfxq3tfyJvOPc9jJ+cwxuKc4oWPnycroOq3bFg7Saq4YbPUrUhIHAafmPbwlXJgpvLmYk0+tXSGJ0vLPXFJtj9ndDVe9hJEsjyC1x9IAgsbDMxrOV5i3ArL5tTRhttaG8BydKagqT1RTjxZaWgjkys7qsl2c298UoqeSBzsvq7H2z/0X/OLX/yT/L2HfoO/++y7wIEu5idkY0W+Klx2XTvSw5rOniR7ZxuG9LhGWc3ogsEmsPJc3ejWZ4dWHI3CiedeSxNyaxRorzVT1kTHmmo1xa11iXZPpB7j+pSq28PMavT+CW5NjHP67L545N7gukEXs3vMxvEEdTKiunRWHJ4nX8BsrMn1L0pU1YfKSi+Jsac2OgdbG6JXFWmUpxEHlk6Y68opVJqKKFlb2Tb8rpQoVFbV/LnYQzVazTVwZjnKGIFyOtktT4NXjKFvdOiV8N7bw0byvK5k0ZjcG/mHS/71m/8Fz1WO/+qRb8P91iZ20Oor+hLjhuTWLci6vtxYlhgIRsAGby0YhRC5NJ678o+5hQW/wANvwUHN94QF+zLH9Y6v+yB/f/sTXKmm/NHsArufOQNdSbJ+xzf9Lp8dneN1acr/+paf5+/+zrdQFMb3ghWOvRSieW/dKV/oohpGTgNb1XNJh2WDUvY1QYs9aPsUK4rJbY5zX3iNR17944ysInzk63rP84bseQCs01inSHTFc4frVKVhfX1E/UKX6bY0KDelaNM3lcCqfbFaQ82PL9BNUWLctW87GfRubOLYqfv0dE6NQiN4stPKwx7+XirZlBtDuvSV8SQ0lpciK1reexuGa9MubwbH3WxDOJV1Ex5f8Oznxxk2nwD/NPPVaHRpMU68epD7X3fEXNSJKFqWPWHNbP1Gxu8/fB9v6j6JHVREe7F0D8PDTkrRf1GYK7q01B3NZDWiu1NhcoeZWnRu6e54qYVaovjpGUV2EDYH8X7LlUieH1eNgZxdGKBLKdCKC0t1dpVod4g+mbLyRI0+HktC1DkvR6DBaKrNHtGuFbmD0RQ1nkIUYfaGcHQi0gNT3zgijsS4R0Y2xKAw6Yc5GMtjRs89da1RcUTA5AGpbE2FD65qwfZdXgiMkyUijFhJAZab5eDsvJVg8O6rCpXdetMReIUYetu1jF4/xTmFqwIn0M0l3WuFmhpcX+LkaFdOPN6P+K73/nWoPJ/5dkc8CpWNNHojjfZHTlPV2EgOvBTM08I+Q0n9AqNjCUtttMnVomxBG4tvs4Qa3NvDN+A9oWCo2tFAMOxWYSO3IA2xUOpvIRkK1bEcOMqNih/a/hgTV3Ex6vPl738nUS0GPB4qruWr/Pjtv0nuYt45OOSb//I/ZWJv1NDYtYuWpFzC2PTSdmOWLM+ZU9qepSpqFC5LJyJnT5YVD6RXeVN6yLVaMcPwj5/6GrZ7I5jBdCITfJAWDAtRmszXnI+E5NqpCqHZhsYkQYbCta6Tk+fbRxUae0t7RohvG3Nku2ybEQNdYomoO2ru0XsDaabuZQ1xnfrer7W7oQBwrpfjjy8wlEIk69tcNkQEJfh6M8eWjXwLphLKa4C0ZN7UiUAqzXcEaDFS86AzUlRdI31Ux5VUM2tId8YUK6t0dnKO7+6QHVtUDatmzJou+I43fJgP/403cHx3h7IvXnnvsGR0WyKwTCqKrBuPnjC61Gfw5AnVSgbOke3Ld882I6qOsL7qRNF7Podajjd7McdmEdHBmMmr1sk3E3rPjZjc3iceVuhZhSprqjMDsA5dVA2PHa8Q65IIfSL0XbXeY3qhQ//EG3rnBGbpdUUmeDZBRb7PxGSGK0p0NxODrpQUTY2n8vlJLEVRVS2eeWS8R6/EiweoFXatJ3TK/RGkvso29y0FtZaEbCxVti7PPRyUC8zklS/dLEd1lzzilxivCENPpXGHSeNZNEatUpjSL94a4helos7MIF8ThcX+U5LkCV3sQ+/Uydn54g7FWE5LJFD2aHjKQRTsZqMd7rahpAXqoGsdN0tO5NJm8FJDFufcC9V1+EB5MpTlL9QcaOZ0Un9co7srsqsRybHid/7LHyNVfVIV885nvppsJ5Lqz1Ixfd2UC+mRdGxCxMsAujq+4dju0vqGx4BGmdLiGjXL9uNhWJat0dLnKDi0MzLl+OLsiGNrOWc0/+O1r+R43OHLzz3Fh3buwlYKHVsOJx3sqlyPaCqwkvWbeXMfQr/YljHFyzujfPvBAKP4CKtpTF7D5sqYNT1h7GJqq4hVId9RyPNKLTkK/nuXoRVrIJq4Jsd0w1wI39+CgHA0Fb4LCqXhJa3Xt2tFGijNLJ63EAOEPx8S9QusHJ+kVZ4/H02FixmF5h2JSPNWq52mT2sytr6fbMm/u/pGvvGe5/mOtT/il77sK1h9xjK6qFl5rmK2FXsRQUWUW+JhTb7VYfVjVzl5/XnSw5JoVFEOYqZbEdlhzZlPjBne2SXbL8nXRPxr8OldZneuE49KbD8lPcixkcYmhnhYSa/W1GCzSBp3Vw41rMXz1lqqVcsKNS1wSUx6TRQiBy8eiEdZ19DtCAYedGq8N628EVZJ3JAM5AnV9HKltnM2ToBVtAbnJVnyGqxtRNJUKZuQ63XkVlY14KEdo4UhNPGbSCV69vJjJFL4C0evtBBN9LxCsZqHfbqGyCeX46EszmKgMAVkz8FsU0K87g4MrsxLgvsvGGabEcM7pBqPShbx9Kz0+my8qpcQgFuoTGwA1UXoBFreWMsTW9Cl8e87NbxWi7847VBN5k2M1Xxj8dCE9+zD69u8eRR0Xoioeo7/5tt+lcxPhg/OLB/7g/txvsm3jR1fdc8TfEX/MQxCbdTK3VQ7/maG++UM+MuN0tUYpYgwXvp4RlclHDPlQ/kGv3f5VXzZHU9zebrOyTTDlZqoUzL+3BqZguTEUfuGJFXmk6NGvEGn1A0yFcrDoQE7rTPBvnStFuQQdAGv37rMip6hleX2qOST+TrRmDmbBUlIN3NhCWZrRjDWbYz9NGPv2WUhUgv5l5vRKxcqbMO5BQcgnG+7uMu/xpRuITLVvsit3XB9njT2sFRlqXri4Wf7JUf3dJqI+OjuCPveS/zm99zOG7Ln6b55F/25DVBQZ9IY3GnIV42HaWrG5zImZ2+j7IKqI1TlSPdndD83YviabU7u7pLtV7hIkx6V2EgSksnhTLjnk4LRfes4LfIMIn9iMJMSVVQc3bnBypMj1PMvwvamT4KmuCjx5+h1btYH6N0j8Zatpz5GRipelRLjG2CXQGssfZOhMLSHVEpJ1IbGQQ3XPdCLixLllStJYok0cpFQkHahob2Zk8/qpLC1jts7RK2vwnQGWSpzV5u5hs4tjFeEodc1pAdqkSlhPaujELglPXKUXUXZF4Gy7lXHbEPRe1H0MJKhxRqNTTTp3hQsrO7P6F5PObg/pVgVb54j4QWXA1E+bDyfU0abQdMsPuZwSoNxsuQheU870OLa77vxS1rQAjRyxzD3SNsvDe3e2gqW7UjDKai6DlXC2/uPs2X6/OzJFv/zJ94mm+hMY2OBuB7sXeXuaIJGJn/pamJ1erJi2aBPXLHwd4zHclXw8F9+1M6RuwqNoqs0FkuspJPTvzn6In7hmS/k4toRd3b2+ejhnYwOu1ArBt2c/vtT9h5OvKaRGKnkSPoONL2AI/j/qXvzYMuyq7zzt/c+w53vG3OsIWsuDSWVQAIJjI0BIww4sBu6hdvgAGzj7oC23aY72nZ0e+gIExi7jdumozvAOBqbgAYsD4iWEUZgJiMkoalUGiprysqh8r18+d59705n2nv3H2ufc899marKcP9TPhFS5bv33DPtfdZe61vf+haBbtt4wKeMrC7U+rgEyEOXcKlzm1hZOsqyrbt8NrtfOje1uPeNJ22/9DzS5foYN3OibZCrdViJ2tg6VvIera1Nk3RGof2qMK425nXj8Ha0d0fBVmtxUt5jOyJ/4I0imRSUo0SSmdZjAsXQLCrSk4jB5WOuf+MWm89VJNOSvT875lPqAj/65Pv5yw/+N6GHrBj55Y7QNItxxHI3Ipk6OrfyRn4A4PjxPvg+G1+cgfUU2x2S20uK3a4YN+vEKzaO46e2Uc5jMk81MMRTK554qBbd/MgN3KCHv3QBfTxfMV0c+NhIk4/UNGqWKAWdFDfsCslgvsRuDjFLgU5cv4uyVnj0lRXj7rwY5cqK3IETIw+gitDAO/DoazyeTioG2+imcKv2+usFRhWlFE0tjCR1B325t04qkUAWhNPy9XfwtbY3hqEvoXPLBzwy6F4vxaDpUlqQKQfLs5qqK97W/nssu79vxMgfW9LbGbNLfYaXp7z0HSM2vgDjFxzpq1N2covtRdx6WyI0zE1H/6qh2HDEx7pZTNpbjX23qx91LSimaBqaNN6WOgUBudWLe/olbbTMDTTumAZnVt6hvKCqgRgaD7IS3LlWalRWCVvEyg+Vg86B4v0/9KMYpTh2S/7W7/xJ+pcTik0v0EYKywuWX91/ExbFbpAT/rb+Ab+VJWzrBVp5+qriuh1wzsxZuIgTn5K5GIfm/qjgarXBhl7wSrXFxeiIm9UGl+IDbtkhmY8Z6iU3qw22zYy5S7kYHQFw047ZNSfsmiU/N3kXt8s+1xYbfPL5Bzl3/ohvufgs+8WQ86MT3jJ+lYVNmJYphEgvMpbeZ2+w0btfpHDDc3aRaoyqN2DqKMsGpkxYoGt9m5oeCasaDF1CMRBoK9UlW7ogVmCU5ncOHwmVswIfNt3GwiLiw8JfH7M25lVHNXOiDQE2gVs76d7y7Nfm0mkI0ItX2uR6Kla0TyRiWcGKXo6hV2JtzqiVTHE4VhWrZi5Lp6VgpCqH7UWUGzHRwlL2pcXf9MkxgxsO21HMByk//pt/jH/2TT/Jm5MpJ28uSfYj8rFIEfdvFCTHUkSkl6VotpSO/kvHlFs9XKLZfOYYvX+E3xxRnB2I945cazIpKC6MWZxNMKWnSqXAqndgiRYSJejCgveUu330MsVMBAqwOyPB7lud31RWopzDpwm+m4rxNBodCpSE0iieuVpkKGuhrMJighh2kCIs70WyuLKoRAsE5ByKZGU8srzx+r11KGPkmHWy1nqJAkAYNoN+s1D4QResC0lkI/CQDYvNPW730krwnwHfCux7798aPvvbwF8AboXd/ob3/oPhu78O/DkEOf5L3vsPve45rKd7aEPSKOCqlUNbUUjs3SxZnk3wCrr7MHlLRXJkMKWnfy0j30k4ebRPOrHc/JoxF3+zkFLuWIvmxDQnuTFBvfUC0Vyx+ym4+RWe7k1NvuVBS//PtWti5QXWCa+mv2ydBG19dzd+8105zy3Pqp1IO13F+KXr2uW7Bt5RYuxd3R3Kw6Vvf4EHIknU/LWb76L3YiIUvwrQkN5WvPk9L/PZjz6M/zLF5etn0PsJn/mG3+U9g8v88vTtlN7w0mK7YbwUzuC8YlElLMqEblSilOfq0QbGOGJjuTg6Ia8ilPJE2pHoikg7xnHGQ90DPlI9QqwsPVNwX3LILy0v8G/+3/dIiJ96kkxR/fYZ/u23Gx7bvMVTGzcYmyWxrnjpxg44RbyRcfvTZ9hSr5AcV6CiwPEOYbULhi1AX9TjGJ4tsIZdu0gSsPW/nRL+tzfwdOcKJYpO+OGV481mQXeB9NCWglgriKuHsA2r0fpN27DT8ubrj+8iebD22xoCap33S201/NJO6rflLJqosI4SwhzUyxLdj6n6EaZwUqnqoXNjzuyhIYMXZuy9Z0x64ih7iq1PKvb/2JB3qgV/4St/i5/8yB+mGEYUA8XWoVxksdXBLCKi20vyc33K+3oUQ03/ZomeLpl+5QMoC72XTiC03Ty5FNG9LfK9G5/Ypzw7onioy+blDFU43hZh0wAAIABJREFUdOXQ8xwfG6pxl+hoKTRfJ2J6epaLwW50JVYDoqdz3LgvC5oTyMQXBUopTCFNQogM6mS+gnS0kuSwUlL4pEK0sQysnKKEnQ35XmuJBEIjcHUyRyWxMG9CYRXeixrlbCEVu85JlBA6VzU9a41IKZDE+E5fznvztce+3u7Fo/+/gR8H/vmpz3/Me/8P2h8opd4MfCfwFuAC8GtKqce9969ZwiR0KRvgmvptEU62CvSubFOjLeSbEJ8YNj/nGbwiXVzSgwI9jKl6msENS7o3x/YToQcW0i/SR4b0SDyYxa409o3mkO0iK3T7eur5wJ2wiPLr+wCrcvU7buzu93sHO+M0tLNGxl8/yB2YfrgmF7RsvPF834Xf5pOF4yvSmH/z+beTxEIVNAuF7ckETUxF50Dxwifvw49E+OZnf/ereO7tZ3jL8FUeSfc4E59wVPUZmyWvFmNmgbe6nw8BxPAfd1GRYzhaspvOyOOI851jljYh0paBydmK5jw7u8BXjl/kXDThVyZv4zf2H+fG79wHkeRMlIX+NXmWX3H2FUpn2IrmTG2H0nZJn++QXajodwu4NsCP+rTL9cVrrfMXp4zsKYy+wbOddJMS9U6Zh1VfKmJd6tnQOZk3DFVF6S0n0x79MDHq4qy2bEKbTkrr9HfA8e3rCcc73frvjnW+jkJY/Vbu1QfH4bUcAzH29XF1DUl6GqNXz6M1ODKJxGDGktiMs5JyFFNudEhOKqaPDhhfKSmGhtGVknwjYuFSrlSe7xh/gn994e24j29jUymSqwYxZlFTD4UiOb+QEC+cvF/zBWbpRK0xVKHartApk+OK7ksSERab4tXHBwuqDTGMPtK4NJKK6mWJVx5UumbU8dJbuKGwW8HQlfWCq+NQWqEC/OKzrKlUFdin1dy7Zt0ksQilZaVAK86heh18DdXAKnmrFL4UY6PyUox9PUwhMeuSSOQWrJNFp5ugnKbRsQ/SERIF3HtBxb30jP0tpdSlezzetwH/j/c+B15SSj0PfAXwe6/1I+U90aISrLW0EmKF6kqTG2yqmZ8PzIq3TRn/yoDBjQJCm7Bys4PJHfG0RFeO4zeN6RyUJLczzMExftiTTjLBIE4fggu/WREvKlzcxUfScarNS1c+cPtbnhSE8Lj9fFvwzGlbfzdPqynWaS0adUK1hmKahC93wj4+VPys2D8ebIAqpmC+csIf700Bzd/Yexvdz3YFtgiJPRWS25XTLM85Hv25OZe/u4dXcP4/wDN7T/DxnUcxS001tvz0N/4Ez2T3803jz1B6Q18VWBS37Ihz5pgftt/C1ckGf+fNv8QD0RGvVJtMbA+HZqgzJrZH5mNyF/HjP/kn8RHMLlVEM8MDv5Wz966U5VnH+DlJsBdDxUYk0NHzizMcFV0Sbdl5xnL9ETES4xdKFpfGoo8Sq7Vnr63Y+0adsUl4hDEK+bHa+tbtJPUyUG9z+aIceGLlmNgu54zl2GVwtSuGsqCpDL7bGGtbG0/VRH3Npah14/+a1a7trX0edfe59aW2NSG8UzkdhRiN5ru6SjZSLM92SY7Lpmo2O5cQzxxV15CclNgkpntgmZ+JMLlhcC3j7z3zXn7mnT/Fk3HKX3v8V/jbG9+FTUAvSspBF2WUNN4epBSbCb29UnB8o5h87cN0b5XokwXzJ3ZJJgXRtGD7WYvtGI7fvoO2kI21RBFbPeKDWYNxK+uIDzPB3evKUsSIksaNYVSVahKvjTZ8aAbi4wgSKVRS8/AAy0qw9UCnxBiRK7ZeNJsC5k+gWRYPnSGaiY69XmTy+yCJrHtd+btOuMYROMkJ+E7ogKXBj/qh0FDLtYf8gp4vGwZRkyS+h+3/D0b/g0qpPwt8HPgh7/0RcBH4SGufa+GzOzal1PcD3w/QScaoygV6l0MVlYQ6SYSZlxTnu6QTWFzwdD4yFM1so+jsi+ce31rgOxG3nxpKIwMP1cCgXIflfX1crBi8cELvVkU0t+x8uiA708XMSzYvR9x6e7zuJdXemaNlgFl30ZTguQ2rw9EY/Wa7yzgovVpI2qyK+txtT+9LwUGNR4YUYynkWl0KH3vnT3PkSqz3/PxvfhXRQBpF6FJhcjE+xRDes/Uil68/xuJiD1Uq1LkMbzrc9+sL8YryApsavqf6i/h+RdwtiWNL9bkRVd83CUuXesxc81eufDfRQmMTTzSXdo3ufIaJHBujBfFPb7M1K6m6mrMfq8i2FfFRxvwJRbwfU/UV259fcvRYR2Cj2TaZjVlWMbG2dPcykq7jZNpld1KQ76RBIMujvMIF3aO6P3DDSHF+DcusF4WaTmkKWeRVSFL6OteiPVsablTyiiy8J5moxsiqhpO+8uxXC/TKe16Dbuo1pxUB1gu/PpVXc6fezLa2TZM/8uLdNfUZd9naVOC6pWZz/haE1TgOepXziBaWaJpTjGO8gt7Ngnw7xmSechDRvS3dmJSH9Cjo4/xGxNWnt5j7GX+yP+Gvb64WQ5doTO6w3ViabMwqljsJnb0FXinSK4dUZ0a4UY/+F29RXNxEec/0wY5E9JWnc+jo36xIJgW2F+E6CT7WmFkuEE2Q/NVLG561aqCQRlAsGHQ3TIRqWePk3gsHvmbbpEmTZPUmbsbBjvu4XozOK5ErDr/1/a7g/DWKkMarxGmahI5YXfR0KdfUXUUcvt8VeMlaPAbXjdEnSxnjWGCrRiPHyTXVx76X7e5cutff/k/gEeBp4FXgfwuf3803uRuogff+J7z37/Tev1MPhkwf7nPy6IDpoyOWD27g+imqtOi8wqZaXqhcMbjuGFxZkEwkG26mGb4ToYqKrWdneAWjlxaUXc3BUynzM4bOfs7yvkHzcujjBZ39JdmZLijo7gftlppe1vJsmpe3bYzD91VntW9dRNOGYRpufTAqjcekghcfXihdKWkG4tS6cFULMmqgI6fWeNAqVNWapeK9f+KjGKXY1l2+7ZnvpbOv16ikNiQcq56ndBE/9Of/Ja/+ISULwctdsg1FfLgQ42ilzduDv+z4lrd+lv/1HR/gp97xz6kGHtdzqO0cdSEj2snQD83R2wX2vgx2c8oHc6rNivO7x/zoO9/Pt9z3LL1Xc6KFpbtfoJxQ9Jb39ek/l4CD5RnPS98PP/zX/iknVYfrszHzMsF5hfWayWPSZEFf6zSN1JX3a9IAOhQRneaX41dGvN4acTNC+8lWY/F4Bn5Q8fPTJ4lVxcfybSa15VUy1jWXfO144Zh1TUf7Guokbc3OafZtUTprGmZbWkEYNDSFU6I3VM/PsPDYO+fJGsWypi2fgmbq/7pIrc3rJrkdi5FMpqXo08canUtVtMhfeKK5pXMkzUomj8oz+sDtp3k4EpGvb3vvR+R6Umk8Hp8UmKzCJxobawYvzkQ6wFqyS1scPdnj8Kkxh+8+x9HjHbKdDvHcMbxWsf2ZBcMXZ8TTEjPNiQ8zOe7xUgyzEY2eOrHpjRbvNxRMuUFHjHwaS6PuyuH7wnzxSSyFSMtMcPOqajxx0iQUMqVQVujpAp0JBOONoRoGNkxoCK4XZSikkmSyPbuBG3Ub3XrCYqJO5gHCiVaJWGPE+YuCx54XqKUUU/njE5Errqxo6fi7mta7bv9JHr33fq/+t1LqJ4FfDn9eA+5v7XofcON1j6dFSwXAKEBp0gPf3MjsvLQIO/97C8qBXLKqHHaQ4rrSUDo9WOK6EYMbBS/+F32SiSI5huH1qqHf6dIR3V5y/I4zRAvRajGZawx8Q6OMguFucZCd4ZTXxt2XtXu4V4kOVlWbp7c17+y0VPHd9i9Bf/kx/+j8x5k5y69lQ7IP7+JGkuRsytFrLzKCK9kW3zH+BJ953z9mzxZctQNuVmP+1Xd/ObNZydJpisoweWGLb+occn98mxPXwXWdhL7hWGUWreo2WjiT6VVsdJY8HB/w7/KneOm/9YyHc2LjeHxzny8cnuV/euxDPJbsM1QVuyZi4ir+r8P3cH2xwW5vzrRI8V6RVxHLXUUUOQYvIBFH5qh6Zt2on3p2NQ0W/GoRPfX4vBEGjVerBCsednanLFzChs7ZNUsumFa41kBuqzlzmkevHGg8PkQbay7VKQ9/LYoMEcPase9huxu1s52UVncxCnLdQS74dFGWApSiGnUkalASPUWZpVJGKI0nFhcrorkl24kpRnIdv/65J3nfzu8zjY75kbN/wK9M3gPOk9xaSmOQylGM4nCPHZLDJfpkQZJERLsx8UKakQ9fypk90KV/I8emGrQiOydCZspa8aqzSgxlGos0cF6gnW+MOtZLMvRkHvB0A2UVks7Bg88LVJqIce73cIOOGGRjVjIH3qOPZ/h+l+yBDeJZiVeKaktyg7roEt06Qp0gbBpj8J0Elhl6IouEGyQY63G9FH2ywM8XMNoVo1+WqCzHbo0kwluWqGWO2xyJR++ccOlrXL6WQ7jH7T/J0CulznvvXw1//ings+HfvwT8rFLqHyLJ2MeAj77u8fzqpXRRCHu1En1n73EpbD5XEe0do8oBAK4TsTjfRVee7rW5PFzreeE7Y4bPKzq3pcFBtBSsrnNzDt6T3Se60y5RDF6coeYZ2fYuXslK2kAmvvbO5Bob77AVCr9urdBdFgLVNgZW3XGMdlcgKUhZP8hdtfod/Id3/QRHYd+/9IHvwex44qlaM8r1lhwr5lWK9YpYGXZNxJZZ8mVJxmf6tziTTtmMF7ww3+WpS5/kuOrSVyVo6NyIiN4xYXarjwvJT++hVuHEeJmoN2L+h3d/iE9kDzCKMr7zzX+A84qeKVjYhOvpBu/t7YcCrYSZL7nREil6dTqiG4vXdHvWY/FoxUB5BtcrvBZqXT0O7bG5W67EB42du41H4z2HZKcJDb8fHB8CIvUw1JbSO/H0W1AZBMaOXeHyMiDtE6w7CGsid63xu9tv1wr1Xm+723714vGletm2CrG8Vmv3UDN1bMcQz0psNxKihPdSK6F0EwHVNS/1s+s9n3DjqzYZafFo52/N0B8sOXjXJqNXCpJbywBvyI3bfkKxtUsxjhheWWIWJflOV9hwlcBEcaicTQ4L4lePqM6MQYdOT5VAJTgvxrwoxXhWAXaJDX5zhB1Kyz5dWMpRAlrRuXaC292QSACDTYIjGUeSjC415W6f5IV9/LDHyVu2UA6y7Zh47jCZpXd1jrlxW7D9qsLNF+h+DxJRVnSbIlOss0oWorISI2+EdaOzAn90jFsuYWuEsh49meGrKni+4tiiNa7fQU9m0qP2ZHqPk+Pe6JU/B3wtsKOUugb8LeBrlVJPh6n0MvAXAbz3zyqlfgH4HFABP/B6jJtm84QuM8hkmiwgjih2+6gKelfnlOfGmHmJTw35Voo30H15jo815VaHq1+fsPkZmLzZoipD98BjFpV4a52IchA0cuaOaFZSDRKSo6lI8Nal8CpAOK1Cm1q1sdYW+VKJUncKo79rAU1jwLmDaQGssyu406O7m6H/+m//GLHSjHWXHz54gvS2WCOXsiYJUL/sZgknZYf/uHyYX1/EPJLsY1Fs6AXfMHyWn7711SxtwmP9ff7NtbcBMI6W/JnxJ/kz3/Hr0ozjkQ7Htsv5ZELpDT1dUHpD7mJKbxiYDIviU/MHeCA9ZCc6wShPR5V88PBt/Nijv8BvZhuUPuJzy4uU3vDCYofKGeZlQjcu0coLs+egh+6XzKcdLhxkVIOE5U4stRas7u9ui3GjGqpbRr21mQxU5bF9KbRysezzR7e/yMx2eKXaRKtDrJLqy3IAyQmNSqcufQMl3THUIdQRfZsVvl8nZNs1E2uV1H5lQJv7+k/cak/+rlXZGol0Ws6HPLdWq0HATHNcbJrkbbQoiWaS+1C5DbmCLlXX4I1ncBX+j+e/lv/liV/mlWqf3/3af8z73v9X2fr8HJca6WCVRkSLJW6QoBdlGLuI+OYxdnuI8pDtJKQTkWIwWUU5jIiOl+SXdoimOfo4x/VSSVZGmnKYYLKKaIJ48qF5tusNKDc6KyjLetKDpUAiRkvP1kSjCif3bzQ6L+X7W4fEIFz76YLRb9xGJYlozE+kVaDqpGLkAeIIrRRue0Pm3HSGXmzgkkigG63xc9HPIRY5BTfsoiKDXuZwawJKYc9uoIqKaqODzi3MlqKgWZSSCygrYQTd43YvrJs/fZePf+o19v+7wN+95ytAJpztSJWiCXorPonxYVL09uUzk1W4TkS+kxItrIgYzZbc+kNng3yxYvJmy8PvL0n2j8juGzG91CM9qqSPqZHw0yuoBjHZlqEf7xJPLcqGR9EyDO3QuQm/W7DN6XenXYX4pSiXdWORhnlzt9C8zZII3nJ9PJMJO8RFAsksHi75kXO/S6wSPpqX/Iv3f/3q9/VC0r4OFX7vFb9x9CRfNnqFD07eRtesOKZ/eucjJMoSq4r3PHaZkc74j4vH+OD8cQZGJAGOqh5aea7n0gSka0pyF5HqSjx3XXC13OZdg5cwOB5L9rht+yx8ylsGN/iJW38EgFSXDKIcGyzdokrQyjPuLMhsxMsHWwyej8l2IkYvSvK3NkZe+xWtMBhGF7Vw6pbxrZU224lv5WXeKSfNViInAmUAu9EJfZ3zQHREX1VcLjeFk13KHKp1771RLc+5niuKVVctGvhEu5oax5pjUUeHgu0rYQK1nABTtmQwgn48fuVYmPJ0WLga6/bYtxe6dj2Itqvj1xGA7CseveslzXtTJ2xtP8YmmuS4QBdW1CRJ5bpixfL3d/jZzXfzo/f/ElsmZXbeoIs03HNPJJDP9EkO5mTnB6T7S3o3HIdfeU66RR2WpIclxTimu7fEK0iOCrCO+GAhhv3MkOgkE/ZLaYmUNP72WqMXmRQ3OY/Zm2BuG3wSk13axHYjqmFMuudx3RgzzSnO9Im8DWPp5PObM9wD5wRrD1CMikRdUmU5JBIV+JqlM1tgz+/gupIfSK4f4ZMEtcjQ+wvYGEr4uzlm/tg2JnPERxm6qHDDDox7qGUJgSoazXOio6VEJP2gnRMZ/JXrqAtncdsjeIV72t4QlbF4YR2IbKyic9uK+JBzZA8P6B5YqlGKqjzZrjQUMMuK6GjB5T93lvHzMHsAvPHc/yGZ2UdPb3H7TyzpfCyhc1jhksB7tQ7tQDmhyajKE81ylE/Xw/vgxTeJz9oLB2qtky/pabXx2tPbvUA+p/dv/VtE2zzJVCQcPvSN/4g8XMj3/MH3NaX07UVnzTP0ogMDcL5zzPV8g4e7tzgoh8TKEivLz9x6D4OoQOO5sRzRMRWFM1TO4FBoPIM4Z1HFOK/R4QSVNyS6QivPq9GYRFcsbdz8bitZENjK7CZTFlaM+sImHBQDipDwHCdLbszGTGZdtPbEM8/sYcvmcyEx35ViuUZWV4nBbRKxba9eq3VvuX6UToy/9Mb1lH3VdIEqRopL8QET2yNWDg18Lr+Ii1UD1TRJd7vymJvEq6s/kwFYwXFqRas9Na4Nm8u34JTmHu6cMw1rq721sf7W9fjWMdrsnbo4sWk+EpLbojkl3+nShcXM4zpRk+w0CykTd4mRhtZZJbIkO4rugaO35/lE9wkuv29MzDHv+4Ff4wN/5+uoUsXmtSmLB0eYpWXylg3Gz02pNlJcrOntyYpcdSR5239xgtcaN0zleRotwmVJRDQVfXxlq4DRl6IwOQxFRyYSfDsv8JHBdxNp8j3LMbM8fGexo5SqL/LDnevBSz86EUolCAWyZuOASA3nTgTOohgmU8hz7OMPUA2Shg3m0xh2tyQpHBnUdC4CaCC1Ag7sIMHnGr0o0bOpSB90OuCGVJs9WagOpquEsDHozQ384QQ1uXdt9TeEoa/lWfMNBVqJ9nnQkCiGmu5BiSqFfmkyRzytOH6kx/FjPUYvwuHbHWap2fmkp//SMd4oRlmF/tc9Th6E5U4szQ2qwKN1Hhcpuvsl5SDCzIrVi1Z7V7UkMazokK2X865Gvg3TvoahbyQT7jWXUkcWeiXCVXXgvj9ylV2tSFXEz0wvoT82WgljtQGzcC3arY733M1dLvUPOZceY/C8o3eF0htuVSO+eesZTlyXo6rPo709nNcclAMsmo4uWdiEnilEDqH1IJxXjKKMWFmuZFukuqJrSgYmp6cLhiawEFAYPONUiMqljziIh1zPN/jwzcfJlgl+kuAjT7q1JJ4DJqiTdo1QOyvp6SmSwmrFFmngh9rrb8EitSG2wcNXK8Ne/21Dg5VPZQ8y0ku2zRyL4qOTh3BxENZrJ2BPwWJtY1t/0JYjaBaCJjJUa/NK+SBcV/+6WaRU+M6vn7fe7xR85Vldo6qvrx151PmMVoSw5v2HZuHR3OIioQx6BaZcrS7LMzGdAxEcM3lJf88xv6g5ekKz9XnH+f9o+Z1veYLL8TE/sPkMH8z/KMVAM3tkzOCFY47etsH+u2DxPsdyadn+QMLgao6PFJ1bS3ykOX7rFoNXFphFgR2kUul+tJBam9jItRklBh8abrlPk4ZW6wc9kTHIS/qVk8UgjlB5hTqewv1niKcVyZ70i1XThRhkpVbefJqI9EBdoVo3CylK2N3k+K1bQu4ohJUULR3lI5uSQ3xR8j2NsV4sMUdzlg9vkxxlmP3jVfHU1gbVRg9vNOUwpvfcLfzkRO6lrKR5idHkb3+IG384FSD9HrY3hqH3cPQWmWnJRGMTJVhUr0MxFL71rXeOsR3RMrFpHHjGnuWuwiw0u5/wjJ6bMn9ojHKe/S+Pqfqe/lUYvLKkHCeBUSMzPFpabr+li00VF17MSU6k21LVU03437yLLiAodQFVvQCcWlDblMjXu99m8Xidrc2R9gaiufDhv+/7Pshf2XwZ6GG94+9/4NuIg5hXQ/U7fS3hZa4G4K72+eLuGf7dp9/B4BXdaP3MHi946rFrbCQLtpIF07LDTjpjWnXo6gKrNCeVhJGprnCoZgGYVSkzm1J6w3Y8x6I5LPrMq5RYWw7yPpmN2Z8PuHU4pPfpLiYTo60LuP3VJXG3xB8l+NiD8RQ3e0SZR2UavaxQHXm5lQVf92Oo7zXAGWuRWfvfIfnodeDchzqIJl+ioOoFWQQcPZ1zuThLR5e8Mt3EJmDiAN2Ucp7ay8evF0+tJd0drYSoWjVRb12bwChBh8X5FQxEzRaSSedMjfXXx6NZvGrKZU03NYVfefEt4y4Voiqwaerz+9V1KkJ+SjVUUZ2VRLFB5xXVMJFWkAH2UdahSkt6VNLb64iKaOkxmeUXX3gHP/72n+Pnp5c4+fMnTF4dsXVxQv7+bSaPw9987/uZ2i7//uBNPPPHLvLwz2jSm4FyWVSMPlegrOX6N+2iCzj/819EDfqouac6v4mZ5thhSnxzIlrzqdB1XS9FZwL1uGEHBinm9lT6s3ZS3CDF7E3wgx56npPuT8Rrj4XBo2qYTSlUluOGHSm8qitexwOqQYoLNM26xWbZ0yQzi001ZumwqWLxyBamED2e+AtXRd9+Oqf7+cCx3xjK/U6XzViYwxN0NYBlJjkArfFnB2T3jZifi0lmjv7Ve4cG3hCGvjZg3T1FOYThKzm+18EOUmlW0IvZ+YMTbnzdGFAUI8i3HN19Ld2kPPT2CrLzPbJNQ7alsImnd0Ox8XyB64TKtZbRy7cSdj92Qn6mi0+jphdtHdK7GJFGqA1+oLw1euIhxF6TMq5fGr/yxE6rTMoNr7y+0159jTM3hT8EjR0daIDhGsXIQ+5L/uXsHJ1binIolt1kBKNwij9ewziVCJ+9ejzivV/zKV442eG5V86iTmJMr6JjSiZFj1emWxjteHG63SRGvVeCyUfruhFKCZWw8hrrNL24INIO5xXLSizyNBe6ZGQsZ7ZP2L+Q4jdLTGI5u3XCJWN5+aUzK/hhqUmODC5yRDNNuZHiEimccUZ6t1bRqsCn0Q7ySMvCmJUqpF+NYfP8g7evCzFwVUeFxd4zNEsuxYdcLs5wKbrNzdtjhschkgjOQs2Ll7649edhXFuwSRsDV96v+P6NPo9vwv06kqwblaxw9EDxxd8Jz9Xzj2Coq1WUvP6i1c9Jjm1qieVacTQC5WvjLrBN1TVEgOoJJFENE1TpqHoR/ZsFOpNaFx8bkSTodEgnnsljho3noXpmzMPvPOFfHX057zx3lelOSlbFfPHSDvaBJT/2ha9netJFRw6TWsBIJJZEZDsdepcPmL9pFxx0bzvYGOGncxj2KTZSevsCtbhhl5pp42Mj/VvLClVZXDKQhSCJxbMvK8xhidsSKQ9RskwgReiWxuARqMZ3E9QyR09CmWwSi0Z8EoOWhiki0+CbZ2pTjS6koXq0dM34KyfRgLdOsH6lhK8P2F4CL16Dh++Ta8oKOWfoI5s9eZ7F2ZjltiaZem6/ydA5/M/M0CfbOV/3xz/JrErYW4xQH96EsqIcDUP7NYvOS0wO8wue9FDRe1VTDqScf+czjnwrpuhrpg8qdj9dkX68kPA9lobHDR4ZHnj/uUMWj25SdTRpvM6RbiCOu3jmq2KV1f6NET+Nv5+Geu6Gz9/l77ZWi4/ql9ZjuxAtFO/73g+zb+ecMX1SFfM/f/jb6aYQzySRd8ex6/MGSEdZ2P1Uzo13an7/5gMcn/TZ2JpTbWg6ccWN2VhspdMo5UmNZVFFGBU065XnOO80hr+53fAdQG4N1mlpPag8eRlRVvKc40hWv4tv3mNexBRVxM3bY2xuUIVkqc1CYYeWcx9xVD1NuRX0UIKnWXvF7fusC9vqyKrxegOzpOGnt7xcXYp3X/UU0UIW08X9lqntcrMaYlHyv2mMN1LvES3kxXURYEDltIq47pwzfm0eyBitMbdq2EUrbO0guIDvq1UUWieefVgw1s5hTs0xtZpHa2ykWk7ZrZ4TIYK4IxdQH0Orlb4KSrzP8HxtV0S+zHEGkWb8smV6n8EZOH7IMH7e8yvzx/mx87/PHxSWH/qrP0j/v7vGu7/pGYZRxm9ff4TBaIlzmsU0FTbVPGHvXQO6B46TbzjH+KWG4vjCAAAgAElEQVSSM59YsjyT4DYHmPmS8uyYYmTo1JWm3gtv3TrMZErx0BnivZL8oR3SL9yQRiDONfoz7uAQZXawO0PM0QLficXwlnUVnQ5VsYC1oiEfmnT7zRHVVh+cJzrJRIphZikHRqqPgXhWobwRGYfJkrrpCYDqdyHL8VkGGyPUyZyorKR14WQm1Ms4YP+RdJNKX51SdTdwkaJ/o6B7IMe+1+0NYeiLg5TP/Mjb6e4X2K4hikp0JEUZ3ogXsXhkQD6G7p4SnnYpTSeKoeL6N8D2xzU+ggc+NCXf7uAjJfr0sYRfdZcXAFV58vvG7D8dM3zFYwdJE/rXCn6aVhIvHOJuhrzhbasW3OPXP29va0U7d8Fa1zyx2gAYMeL5lmexYflLW59moPuU3vKXb3w1o8sR5QDhgWer3+uWbEO7GlM5KMYR9nLC4XYHVWjyL3TJNx1Zoai2KogdSnv8IpJj6HBDgUGy6rIdju8UXvnAWKpxByUyynUv3JBnWEZiZU78QPat5EFHxwYX+wCxKAaXY/qffYXiwR1IBDOtcfe6TWTzzE5VHteR1BqE4rljXa37k1adEDUVns37jjm2Pd7VfZlzTLnfOOKJaRbJRuI3PE8xhK/hXTX4+QoPbMM5gsqEBuX1Pi24pZZabgS17rKdxtlrjryi9UyaZ1Fr28h7seLPq/VjKIV2roGEolmB7cWSgK0cqvKYysoiEDRf+teWTB4ZBAFCTzKBn77ybt795M/yjiTm1f8yZzfv4L1inCbEkeX+wZRlFfP8/nm6t0ryrVSEzGYO5TVVz7Dcjdj8TKAeXtzBa0VyXAmGnheS7MyDfG8SE++dSNWr87jtDVSWo6wTCWDr0LvbFIGuLUVRYX7FRlg7M6lAXY2hwo/6oXtVFForKoqtJERgmmKgiReOaOGIDxckN0pZMJzHDVJUaTBlD39wSPXWh1ie6zB4cYrKS2lHqBR2d4zupDBfojopbtRj+uhobSHOtmOSE0t8e869bm8IQ68rT5Q5bDdoOlhHcW5ItmHQlefkgZSyr9i87Cj6gllmO4rdTy7xWnGy12FwvcB2dUgMWWzoXi/Jq1MviPPExzkXftdz/FDK9L6UeC5wgItlXxf54CWpxsi3Kxwbg1zbsNOJVb8y+msvGeve3J2iZayMc615HwVMuYBffN8/YaA7fL5YsGcH/PYvfBnVSMr463qjmilZQ0u6bfSCV5yPNff9h5JXvjHCJZ6tz1kpR08NJw/3OLkU88h7X+RSXxp5prqi9KZJvqaBXRMri1GOWZU2f9cwD4BFUzmNVp69fMiiSjhYDjhadJked/G5QZUKs9QoB919zfhFx/DyCXq6wG0OUB46LycoV6xgjua5rtz5BuowAas34UHqYL9aCdt6TKpYVEwFZxfI5KvOX6GnczrKcrUasaWPiaai3yOsJb9qNuJW19Cutzi91Qa8KZpqFA3BRivpi9XiHhqtO0WNzdfnqmGeO+ZbKy/TjjrVOmq5zukPfztzF5qmAlwQGDQKtSxQicH1IpRXKO3RmawmPolQyxKlxQGregqTKfJtWP7mOT516T7OmSv8909/mP/901/H+GzG1ekGldXszwdh4nrik5xi3KczcaS3c5KJZn4hZePZKdmFIVVPY2NF2VPsfOwItMZe2KYcJSR7c6E9ai0ceq2J5wLV2M1h0J8Rpo2eL4n3p9J5qptKMrRy6LyEJBI64zJg6M6JomVRop0TpoxRkqcIz9jkjt6rJeZ4SbkzoNrsYuM+nStHqOkcNUiZPjpAVwNMvsvsYsTOJ07gCy/ix6OAw8eYgxN8N8VtDTl6amPlzFjpv9vbEzFGrxS8xsJ/entDGHq8yBSbrCLaP8GNekyeGDQhtS48nSOHjSFeStK0e0sm6PJsQvdQSprjWSUFGUphchfCeElwuWhliXXlcIlhcTYhnTrKbsDSQrRWJ6lq0ao14xKut33tygnc4+rkYO0VtbDx+r/KnWLFtY6lPE2DjHqAy5EnPlFEGQzeu8euKci9wqH4/o9+N3EsRl5VIrnbcKXb56+9xpakg8k93S/u8cTzphF1UpXFbvYZXM0ZXvEcf+YBPjq+1DR+qQ1lsxi1byM85/p5uFgS51Em5zIhpFVeMOZN6zk7KdBlgcoqKVOfBv0OrZuGDOpYvJYzn0xwsWqMWc1CcqcMKLQW4eY6VsVuulq/bhdJcloXoa+rh8d7N9kwCyYu4f7ohPuiQQONxAvf0DAbT9jTJENtvL54188dPDaW6tPaO6uNf234G5E2BzZW+Ejkm03u17R1lF0la9t5IVO2RM689Gitj90sAnUeqvKrgKw1Z+oKWZsqaQEYacGwtcKNurhEVrF8I0JXnsQHsbJ5KZIEhaV74FicNahKOsONX844/K4Bn8o3+K7Rc/yDk29iMpY+wL/8wltZ5rA7mhEdRo1Tlh6Ld+JiHRqkeLpXJsK6mSyxg5Ts4oDO9Rn6aEZSSgcotCZ7YAPbNfRfPMarSJRrnUN5TzlMiXQJiwxuHeIvnBHUYBDjYk3nSi7yByAefVHitzdwsUG9chM1GqCXHcodKWSK5hW2F5HenFGNOhw9vS3kAe/pXVvgBl2pgezEVB0t861vMLlneb6POvOUVP0OIrFZCvLNiGjuKPvy3ttY5p0uPfmGwSWKsq9ZnN2BL3BP2xvD0IOUOR8ssJt9luf74pXFiv4NR3psyTcM8dxRDDTZpiad1AVQkN7OsZ1Quhy66Sjn8SiI5IVykRh/vbSiidGV8KccaAY3Cqnqi6RgpcZabRLKwoOXpMvgqdbJP7du1GuKXlONGbY1jLbl7a1e+PCBo2F/gHyX3pYEdTH2/Pu3/AvOGPF+vvXf/QAbz0bkG+H8dVei4LE3Hme1OpcK4b8uRd/fntnA3DyShglag7UYa9FpgsoL4mswCD0zfR3G1gVKp70J3fIwvEPkIIO2tzGhuXFIQNV9NKsgJavrGge70u/wXsLsZYWeZSRHHbLdNCw2alWl3KJUNtBN2KfG9Gs9sjrBXS9UonMejJ6hkVV4LL3J5fwcTyY3WbiIfTsnmbJqTtPylNvH+1JbnVxvaJV3ccTaWDmN0RbqaJkoTHnnb9Z+72TfGtIyxd0llGtopk3HbENg8mVrsQS80oCTaHleYjtGmr4g+TNlPURahL60Jj22LM4IDXZ5RmGKlE9P7+d7x5/HeY8ZVAz/3pAPv/ndFF+V4b3iKOqiPMweGhDPnBjQbkR8mNF5eY6PDG7UJTqYUe0O0YWV6taywndS1GwpePvhnHIY0X95ho8NthujS4vKKlw3loraaSbz78IZcKIoKT1rZ2A0bpCir90SCYKzO2QXhiKXsNyCkxnRrRNcN6LYTMg2DJ2JpXxsLA5m4RlcPqba6DB/oE/ZU7hohIsIrRQ1/VddGB/RDkpe2iceDyh3eqjSEUeKeFZx5iNTfBJh+zHT+wXOKnsKbTXR0pNOXmdStLY3hKFX1rPcMehqyGI3whSe3n4F+3B8Keb2WxXpRNG5rSj7is6hw5SQ3JozP7/ZlJoLrukFamnT2ZR4l7p0IlUKqKzCR4p8QzO4UmDTDthgxH0QwbIte61845m5QMWpGRL1yyushTs9ahX+r12t2S5xb+O29d+18aj6kE7gu/7cr9JThgM75x8evIfRFyKKYaAIngrT2wnjJjyHUOgl8FS09Mzv69GNNaZW27N+pePdFk1yummq0IgqnYbDTgssBelWrMWXJSoOya76O9vqoFOfLzIiOmWMVBymMXazTzVIsF29wuHXcIjVYrtWaNSyqbWsQb3o6bKOOkQmohoEOOpIPNkn4wN+a/ok827MObPgapWgQnP5KlLSINzJHGk89LDQ3F1qYGXd7wq71MPewtfb3r26h3qLsqfE6wuMnKqj1hhfzbNqwTXN+cQlkqgheP13owiXo5jEe5EBLtyKkKCh6sdEoU4lOcwwWYyLFcWGZ/qA5vd/+Sn+yX91i+/Z+Dg//K5/xd//tf+6uZakUzLqZuxFo+a+862YwfPHVKMO00fPMn72SKTFxynJ3lyYNblg4Hq+xA27RHvH5Je26b26ZP/dI7Y/K3UbVWpgmBBNC/TxQnD7fhcfSBgqtyRX9iGKcJsD9MkSNkZU232qgcgUqMpLlKkU5fkNQGScx4dFk5TFOdyggx13GsHEfBg1vXyX2xpdQbaliOcKP9IoF5Hs9VHHM5LjGb6TEF2ekb3jQQ7ftEky9Yy/cEw6iin7mmTuKQai9TQ/l8Kvv/7cgDeIoc+3FZ2JpXNjynJng/6NnOmDKflIo61Ugfb2ZFbEczGwwxemVKMOUe7xiV4LYWtFPvEcCZQ2JwNWa2DEEcp50onD9mOhzQXUoMYw1xQra8gC7vCUVhWR9Qet/556YZp+sae206F4AwlVMH/nkv9x6wUOrGVTd/nFD301SU9ol7XRqq9L1YsPKy++zTSp4RVtIR9pUB1MlhDPK2nLVlTi8UBT0YeSuobaGAPCOW4/g9B+rVkgbKgkjCL5vKpWnrtSQjNL4taiEhJhieiJA1S9IC+bSFK9pi/WUZB81vKs27BSDedYGuPXUGNbW9mH9ChUxw4kmvuD/CIPpbcofURPwRfsSByF6tSzbS12X4pxI+Pimyjjbt481Bi8D/enguMgxriOFF9rq+Exr4R7L+PH2kJYX3d9vaspp/Ahl1HPlxrGke8letaVvFfpwZJqmGCWAdKJRGrAdQOnPCtJpx6XgKoU2Y5n+LIiczHnTY9v7u3xNy8phi97XBZRGU+sHXYgeFwxNESZY/r4BoOXpoyfXbJ4cEw+NgyvFJQ7IqHQuSEFTG7YRd8+YfaO+4gWlqMn+mx/LpPF4rkjkQLuCE3SdxJsJ0HnJV4bXBoJPbTfRc2X6EMRCrPnNjGznKoXEc0r4psT7MYA00mJr9zCnt8iv9hjfj4O0tNdRi/M8Qpm93dIppayp+ndqgSSAY4eS0hPPL29EptKTiqaiyhbdWFLxiU2HH3NOToTR/dQFtOTx0fEMyd9OCKFjQ29fUt3b/nak6K1vSEMPU7x6rsN451NTr5hzv5+V3DV3YzBpzsMrzh6ewXz8wn9g4res6/iB11OHh0yemFGOU4xS3HXvBEj4epkbGHlRTMak5WiMmdE9rP30jHVZg/bMVQ9LYyOVqVlbVQadkXMSvvbrMLeNndbBc8eL9i56NKsLxJtNcN2JaN2CK7c0iRXFfz0e36KV6sFQx3xDZ/7UwyuKvIt0U23LWnd9oLUhhWayKPl9do4VIX2NZEBb6TxM1oEp5STJs6qCM+1bqAM4nUH76beVLk+lbxJV0UnWgOpdLxXCt8VXW8iI8m+OBK8vRPj0kjkKoIhjSY55VaHchA1htqZVsWrWuVG6vsVqC548q31SJehyYgXYTeX0DSGd4Ui3xQIZ6QzfmfxOBtmQU/nfGjyVLOYukQ1TUcahsopT/6uFFwkcnWxwhq1ahyCaqC2Gl+XxKjAN0IQCNBPWFhcrFp04WCMneQApGG5aipolQ8sIbvS7q8jywYO8ivIqKZ1KifXqqxAfSZ3uEhR9SI6kyUMV9GYDrLDSelEMiGN6b0qXeilIbkiOfF8+NXHeWf/Jf5QZ49v+daP8KFffDcAaVqSW4Pul+gyWUtUL8/3OXkwYvvzGclJycHbemxeLkSDpyuOgksM+ZnzKOuZX4jZ/PyM228fkG0pisE22791DY5PoCcVsmaR4dME25V+0r6GF4M8QXFpl/hghjo6IXXgOxE+iTEHxxJ1DnocPD1EWehMHMPP3sJu9jH7E8qLW5JTicTrzkeRLLgKhtcsvWszUZ8MFbY+jVFlRXTjUOihScyZX7lJdf8u5Sgh34qFYm49VSKLgyllbKrBqhXh621vCEOf9gq233aL/f42+mqf3Wfg8C3wwLlDig+eo3urJDrO2dyfScutYY/pk5tSnNCNMZm8zd7oVQvCrJKy7eApmkWB2ZvICb2X7u9JJDTMWCot0V6819pDtrX1ZBX21i/DqdL1hmXjWPcwayPgWPPa28ybJgDQq/O0KYPf/09/UBa+KPC+N4RGWQ7E2Lv2eLcji7C1NWBcqqRAKNABdRWSdh5UpYO37/AhKa26cTAcDpVEIVrS4v1VTlQCvV/r0iOaHErEpgjGSIPvpavn30uaMXNpJBo2HROu31N1hb7WqzzLnZhiqJpCNhfRUhNVK3ytXmRbEJmvRc40EK0YSGiawrJawKu7rzh+0vLj176Oq5MNfkc/TBpXHE17DMKxo4VvDDOIU7AmUVw/73pOeNbyNc0cqhPXeLB1RSwQlGklsSuTRAcl1Xoutqto6xxSm0a6lqfxoALs2Cz6GpxW4N2dv2u0gRRm6ZrnU3UNUbZ6n2QhkDGzHenbvDyX0rvh0csKsyhITiJsAsVIc/KQovOBs9z8wTFx9xbfvPFpPpi8G9MviYyTegsdICenSE4suvTcejomnsHR4x26B454AccPJ3RvOyZPDkEJY2r4wpRis8PopZL5Az26tx0ml3l48q6L2Fix8Yl9fDdBH89RZYWuHHiPnmcSXfY65BfHLM7GpKOIsr/N+FO3qLa76MkcP+qTn5UcmSmgc2RJDwsWj25jO5pOGpG8fAuvd3CJafpgyxg6inFMNU4xkUYfL5g+tdskzPtXl0S3Z+Tnh6izA1Tl6bwyId2PmT42puwbccQQ/6h3ffmfn6EfxxkPj28zvXEGU8DRH5/zlQ9e4Zn982zMnVRDZgUqK7A7Iw6eHqEtbHxxAVoRPfsS7tH7pX2g9YFnL4PourFMvP1jWTGNwQ07lCNR0nOtysrGuIaGDc3fQLsQBWhZ59Z/T8Eu3qz/DTQFPWu4fO1lhc/bfWltIpPKpiJGlm9Kqz6vJWKoOuKZ+dbiQb0G1amLlserrXiweCVGsPCUfU1VeKKOQlcmGKPQdavwTRl83VVIrnvduHmtRI/Ig4/UGhYt3HeF7egQ6ThcLEVP3qimP4BNdGMkq66ic+SYPpBSdVXjudukHq+WPHB7TFrJ7Zqa2jzT8J0uaSQM2l65TWH0nOGVFx+SfTKPX3r6QRajhsm8EqkEVSmi7E4spjGyrZqJNcGzNkwXjH4jeRCtWgPWUIlrRZIqPPsmL7WGu9dOhfxOh+SuCs7GWmV2qwNWA+eoVpCmkIYa1qML38APgLxTuRVcflkRzTzlOKZ7qwjjLtSyaFaSPxyjq0BfRei2L5War+2UlE8s2Rwt6CcFsbEc6j5eS9/gfCNClzLn47lcYNlT9PZKjp4Q7notgHb4phRdDujuZajKkY012kI5EOE/qaeBW19zls7EYfIh6e1c5Je7MdVml/m5tIF9o8wzvRix85k5ar7EzLuU58bkO0lTx2FjWG4Z8lGHsi/5kdGnj6gubpFvi/BiMTJC+OhrTCHOi+0kDGYFqigZ/d4V5k/fjzeKxcUO8y/rEy186DrmKd5yhvTENwt+PtZsfm6GyyJcpDm+tOrf8HrbG8LQH5cdrkw3yc46th+7jakMLxxvc3JrwJmJNLxQecni8V0WZ2Nsqth8JuhClBZfSu9GZWMpiggqgcQGHOi8ElZImlAnEWtVPmWUUPRYedCNt96a9G0q2mna4hpN7RQu30gd3AVjXdPTqferk6j1PrHkiCEY/Vy0boqxVAVre+qgCjFowcio+pppGYSwj1M0F+aNeJCrVnwCL0TRSkir7tRVM5vWnhESEQg8odc+byCJMGFd6CZmY1kATBF0hlLVSFGAGDppIyk3Ui/ibc/zDkPP+t/1AljfaiMvrEO/12CATF5LFofnFsZicUYYDi4Smm+braLbnvTawK4bTx+utzH04Rrr5h7N/FCt8a/pkPW5WrBLGzJrIhK//rv6Ak7Pu7W5UM/7kIxdowV70PWipGTxxiKMp0hLO8BwDz7RQhHsCUXQRxqVW8y8xBQeU4pgYbEBv3v0KBfjI55KTnjb/dd4eSLYtMZjK00yc5hSk23KnOkcSn5jeLWQQqHjgmgRU3UUUuQE28/mqwS2VgyvVyzOSBIUL4VXVVdTDML8Tlchlu1ElP1I2CxhbsRzS7xQ2E5E/vRF4llFMZTKe11JZGcKmadVNzD/jp0gCuGZ2o6m7Cq6+46yrxtqcP/aUgo08z7Ke6q+pnO7RDmDyTXxUu43ntceoFxnOnWYzAm0ajRuHN1BFX6t7Q1h6ItpwvRXzxFtem69skm6H6Gvex57ZoFLDcneFDvuo0vP4HpBeuOEaqNH3ThX727jlwWqn6LLEF6GhF50kqHmmYj1e0+53cd2TeNx1kU3LlpVXTb/q0N+tTI+9YS6mzGvi6baEAy0PPiWN7+2cBD2daydX1kx5lVvdTyTiUEKQpC4ODTPaB3LBRYjihU5RtEY0RoKaENLLlKoRParm0iDTGTd6lIlRUHyvCR34ZtErw7SwW3OtwsGvr6fOocQzz1lT6IKk9XYcnhGGroHjsmj0cqT9YH+GJ53fe13M/Q1XLPG/fcrLn3NjqqhoNpY6hz+4g/+W7518EU+kZ+ho0r6Ouf7PvY9dD4yWCUrgWS2wrxPQ2UN3h3mRB15eAW6xr+DOJn3qmlMIlo3Hu8Elqk9OfP/UffmsbZl+V3fZ621hzOfO737pqpX9aq7uqq73O7B3W23bYyJsbFJECQIAoEoQU74B5wEIRFCJALhjyCBiJJIkCA5JJbCJMdSDBjsxgYbOx7a7m53t6uq+9Xwqt787nzPuKe18sdvrbX3ufXc/SKhpNjSfffdc84ez96/4fv7/r6/0l9zj+cLBOP89ZXP6MYXTD0WbztO2AXH7+En1XhNljSoaipJhuKs27YwHJZWikHhUo06r1FWpINV5efJVlZgvyAp4g1gurAcfUKx93nDFz/3YT72B+/yA/1j/sqNn+SPn/wJBmnJIClxVpEfh8EBGdnMYoqGemBEXqB2rC/1mNwuKacJ5UiTnzcsL6cMHlcUe1nUmFleEagvWTrGt5c8+O4x+YlE1b0ToYQWl0eU04Rk2ZCfS7Fz9kyKstKLc/qBnGTtWOwnUiepEBFFj8HLd+MwBQzfOBFdnEYK1Nlpzeitlf/ue+SPF5JtPDOhyTXVMMGmimqg6R1BuqgZPZB+otrDNNVAOvbTlaP/UObR1kPJplb7aexNeZrlfWHoTQF7Xy1pck3//gKbtYeVPZCBuFpr0nMhMjfjHmZRUOwP5ebem2AOvZSnEghBhI0amRKjdWRzCI/cxhZmm4ixiQOSu5F1aMbRrdGA9jPRmHrDbtb+/4H9EbD2oFfDhaipY6BCAXfj4fIGSlVP/lwXK47aK65j4C6we0L20XiDjiMqG3TZGcFQB+cj+H03GlWtIfPDHVzSasB0z7FLiezy16thKHyD60M99FLB3ogvLhuvgthSSGOhO1D6u0XPsA8Pe3SSlfZzpo3EHBLNK+M7OXsCaV1KZvx6cYUX0wN+bvEyl9NT7DvDeO0DkyfcL0GwKjBqIiTSebIErlE+am4fzuD0Lb4ZT7dfvguv+etmVfudxPpDbLgK0skuOpQNfRva2oU1agOeCfdkMOyB6RPOJ8BHJHIvmMLG49TeqLmgqBkcbRjSrWH66ikH377D3q/D8ori0hdrHvy+Ke/UNa9kAz5z9R3eme9Qi2Ib9TChyRV1T+CXs+cFwpm8U5Ifrij2B+jGSYNj7UhnDcmikQh6oBk/XnH88pC9L1fUAy2Qk7Vc+7mTOD+23h5Q7PaYX02Yvl1QjRN6xzIDtn8szJYyFyp3kyvShSNdyvS7fGZJFlacHjC4M5fMbLakurlPMivIzmsW11J0ZcneekT/IdjdCYsPbFENRCYBBXVPYwpHsZ1KtO5ZcdXQiG7+eeOp4VYKs1uGZGVJnYg46vJJjRJPXvQ3+4BS6lml1L9QSr2mlPotpdR/7l/fUUp9Til1y//e9q8rpdT/qJR6Qyn1ZaXUJ7/pQVSO/P4cs2pYXR1SDxNcpkkOZ2At1bN7clN7Dq/z479OPpTjEkmxcE5gHAUuNyLkfyadlq6fiUZHnsQvKKb+vqCnaxejoZBWP9XScQyBgROZNRAfNtf5CTh0MGxtge4Jmw8Rv9vc3kWnFPHei9RPvfl/12X0BMPpt/vEbMb/bVNhnDR5Z15rB0ZRjegONbmIdjV5+JHXbKY6uHwbWdpEdM/Ddan7bKouhn2nrSG3qey7yf3/E2+E/blZz1yJr4Vr43Xok6V8rpx4WWIvl6Aa+JnTV/i1+QusnWGgC76+vto6IB3Og9iYFES/2muo3vPzpCVQZ3Xd+c4iPOZrIt2O1m7W4loj/57vORjbb7Df6LC791xnrm631rO5rovkBeeDsZhR1CLDqyqRLFarCr0scUpRbClG92thOdWOX3rwAreqPQ6bBT986ReYlzmDpGQwKphfS2gyRdOD8+cM+ZkcYD00HHzblOV+wvHLOaawpLOG8+cyjj+cS9RtFMevDNh5rWJ5KWFxWXPywZTHn57QDDLsIEUVFdU4ZbVrWDyjWO+l4BD4Zmwoh5pyKOSMwYGld2LJzy2mcIzfXojGzLKmHGkPH4HtJcw/fp1iN+XRd0x58NmcYqrFjtW1SCGfLxn+/OsM761ZbxmWlxJ00K/37Kb+nRlmWZOdyUS89KwiPyqE3nlekp829A5L8gfnmFVNOf3XW4ytgT/rnPuCUmoM/IZS6nPAfwz8rHPuryql/jzw54H/EvghZCj4i8C3A3/L//6Gi+slZEdrzNkCQqdmLtKoZllSb/epRjKgODst0MuSdDlA1Q7nqZTo0BzVoGdLuXmHvdi2HTi/gXoJxKKpjH+7EA1dMLyxuBbwzxjFEVPqDTaNh9hikSsYnPgwXjDyTzL0IRvovtfZRsRmXdfwtNsP07C666KBIHtrO8b+whLxXv8TjZJrmTpBasB1iogotVEADsfo4WiUVpBClbYGX1dELRmbQjXwBbwu5NX9Hp6QrYRsoHvuFwQvhZoAACAASURBVAuMNmMzS/HHly7EqI5MwdJmpMrygewxP3v8YXQlWR++SJasWuPsFJH5EvbxpD6J7tLVrZFtKE+ho80CzaYxj9ldp68jXt/w27Y1G2eenNZ3te67gYXUMVTE652/hsp3lgeZD0JGnIkscXVjgik9+6px2NxgvFSwSzROwc7XKolGl1CODfPP77F8Madyjs/kKcO0lBrdKmPvQY1uHPmJANCrSyk7r8sowbrXo39QkU4TymnCaltTDxTDRyKPYkrH+G7Fejel7sPwkcUaKMea9X7O6PVjmp0RBx+X2RQ3fuoMtJZoeVseAikcWya3ZlBb1tdlzKFLNc0gYX4tZfv1ksmbC2m+9INO0nnN6lJKuhC5gsDkUv0e7tEBTmnUZEz2xgP2bic0V3fAOYq9vhScZxXVpYFE9ytRAJhf7TN5pyI7KUArYRdaR3l5TDVK6B2uv/GN1lmeZmbsA+CB//9MKfUacB34/cjQcID/HfiXiKH//cCPOecc8CtKqS2l1FW/nScuuqgwB2fCFihLPzg3AWtxkxHlbh8c9B4uozBRPe0LvelozdFHx1x62MOmBrOqMMdzESpKtP8ijBj7kGLTRvJhSlE02hfgk41rESPe9gPKuRbiiS3j7W9Fu71QVKNpI9MWAnlyRI+jpWz+dkbEp+DRqHZfDxBSgJuazejY+Gg1RnKqE2F21gvZj/XzbrUfttPNJozv32h6nawhaKN3sPTQJ5CsIDtzVGNFNSF2rprSNyh3MoxwPkGRcUNTpnPdNqJfOk41QCAe3spmkJ9alvsSmWUzKTp/ZHCf11dXMTieS855Z7aNLojSwqaQHoZk6UTWuPI9CbYNEr5RVhX+3nDsqoWXrC88xzkCIXCwbTQe+gQ2zq9773mIxlygfW5kfIrI7NqocajW2McGPC1F+KYvUIhVimqcM1yUZGdlzAYk2xa12QArJCcrBreWrD9zCRzMr2v2v1Dz1X/3GT7Zuwv1nN956RY/efejNKWmHmqZ/nYgA8OHD0sP52gmb8woLg0Er9aK/gMHWqGXFfMXRqy3NbMbPa7+0pz19pBiLDBJunRk57VQJ6+kKAfTt6ShrxpnmFXN5O4ZzbTPer9PsmpYXR9STI3Mr73XUE9z0uMlW6VIQRS7GU0u3dqjO2tsphk8KMjuHjP72JVYK1i8cplHn3oGU0A1dNz4mTWPP9lnfcnRO1D0ThzDhxW6siSHc1aXLtFMDeVYsfPqivRkxfLGhHQmn6mmGfnRmvRw2dZCnmL5f4XRK6WeBz4B/CpwORhv59wDpdS+/9h14E5ntbv+tQ1Dr5T6k8CfBOglY99UY6XVHuK0F30yk7Zrz912qfFNHA2jVw+prk3Z/epcZsEWNXpViZFP/QCDPEwkkoKRNS2muMFbd76rMFUxHQ0FTPB88/xCSuyxzFhoDMbMG74QXWkfmYYOx4jbBxlh2s92Db7rrBOj9kAZ9A+pTWkZMPginF8X17JKQu0gRLHheCLuHBxBJ/rGSDGx2xEajG2XnRF+hwIvrt22Um0RuO1D8F9xT3jTaKnTRCOVbDq9jWNTbQE1DvCgvTbBecq4wY6zMKJSGeAqm4jejymlMFmNwKaa42bI79v6IhrH2mkOTsYM5sTmKl07VOGF5Pw9ExvSOplUV0Cu8syMOKgkfq7V7DF+2xEKsz6y7o766/y9Ib9B+341FBaTbjoNT013fX+9wj3jJEsJ+kPda60r1zps5+L3rmpLMic2LKmqgUSjrKUaJzJwY2FJlzX1dp/0cU2TKbbf8HrsjePvfeVTfPazt/jd/Rnf0r/D59KXufTzGcUYksKxupTSpAID5jM5jubmiKOPGAaPEgaPZbTocs+QLXpsffGQcZ4we3HKo0+PGDy2LC9rmlwzfNRQbKUUU42uHFd/yYvnIew7GTySoCpLflJiM03v/hLsgMEbR6A16bEgBPU4ZXE59U4Zpm+JI1pcSUmXhuwdy+jnv4YaDll8/Dp3vt+Qncq91zuAsxd65GeOpq/ITyULWl5KpICrYPCooO4ZJm8WYK3Mxl03uESzuJyBgmI6pBz7++ILPNXy1IZeKTUC/k/gv3DOnavfHsN+0hvviVWdc38b+NsA0/yyo5auTKwjNt5YK12sVQOJw2nj03ENjePtP3qFa79YMP/gkOnrFrMopc25n2MzI3SnRAusoJRnDWwekUR5reG3puXV2w4MUPfabCCu34VqusXaC2cdDKvCF0JdJ9rnvRFofBiDfIFPyYPBCsY6RKkRYqE12t3B5hvQR+jS9QVLmwnbZANOajp/h3981uDMpiRyPNXA5vHnFRqbXCIGMmQQcmI88S7pRu/h/LrNYxs3Uec6RVhDQz10qDBzNTgoBTYRrv57WDKW2FF6/uGaF7IDJqogUzIUvC5NvO5hv2GqlNMqXoegTx8yxS7Wlp8LlbdJpR6hKyJso1Fyu4esMp6fir8CGwnbXg8VWDa+Q7bJhNOfnFtfcJe/W0pmu+mYGZj3fglB+M6mKmrfgPND1K0/FkWyqH1GrKm2M1wC/YdrwZofFrhE0+RGWvwTw9aba6pRwsmLKfmJI/96yu1vu8RxdsjL2QF/88W/x4/c/tOs9jN07ZhdNygnz93ymqLpOZK5bnn1CtJZw3TWkD84Z/nCNscfTukfOkYPpFbXO7L0ThqSZcNqPyNdOsa3ZkJvtND0U5q+ock1WWPjTGmzqNDrksHtkmZ3RLGdoxtH7+45/VsH5I8GNMMMZzTZvROa7SGz6ymT105xqxVqewtnNINfeZOXbm3LZKt1gR0PWNwcoaxj8NjRvzcXR1nKhC49W+HShNRoCXStFSdTNah1QXqcs7g5oZgYpm+XlJOnj9Of6pNKqRQx8v+Hc+4n/MuPAiSjlLoKPPav3wWe7az+DHD/G+7ACWTj99WqHPqxXgTedsBmnUNZy7VfLFjvJl4JToBsO+jh+qkfIKBi8440oogVinTKznzNwB/fMNaq8ztEP0GPxDNPurDMe07rYiHVR0pPhGg60EmXFheLuR3jH7RboGWkxKheI1S6Cw/4RoTchYFCsS8Y2RCZdrIEuu850YfpOhe65+ePO0SvoSgrzVfEmkB4LRaVQe7GcNzhdcV7owRaRxAzJH/9dCkruMRT4LR3jFZeD7rzoS1dKKuObA7j5w8BOLID1q5krEuSezm9EycDxEuJeAVWke2F0YLBsHZhqiClUffbArS0xoNy7f0Trlc3aAjHJZE+kWEV1VS1N7xeyTNdOuq8HZaTLp0wm3Qb1W8Y/ScFaioMiel6hfa+qnNNrElpYZUUW4nwyE9kYIgpBL8365pkIYPDq70B2Z0TFp++wu5XC05eyhnedby1ukQ1eo1rxpAqw8HHe/68HOVUur77h9JjUU4EXusfiTGuBgrVGNJ5g0sNvYMVgx0ZVGQKmd1aTOVi9BQs9zT5maXc7ZEsa8xcGHzpYSNCfWkCZUVS1jhjQGvK/SF1Tx607GiFOl9AltIMM5KTpVyfpsHcP2L/eC61xeFALtuqgF4PZguwFpUk6MNjxnczqErsizdEmXKQoCqRd16+uEd+XIioWtp2oTeTHLfbxxpN3dP0j2rMsqa/enoi/Tc19EpC9x8FXnPO/Y3OWz8J/EfAX/W//6/O639aKfX3kSLs2TfC5wGCvK3q92R2YyLGXZ3NZXpMT9rllXORWmf7Kel5wexGhik8GyfkxLXF5Zv4VYRroj59G1IrgfH9PjqGJRgEiFo34jzkoTGFPKldwbPNfdIaLG8EN6KyblTaMVox2zCb2wnGILBgIrTT3aciwiUh+mzfJDqsYOhitO0j+XQO1bg1Vk57P5tIJJ8sha3Sfnft9VGh+9QQqZHBIAfufsT4QzG4AxVsGHcPicTr35FvDtcnqlJeyGhivSQ41gZMI5OkAmPHGTl3UzqyhWh9f//V1/lo/oDKaSqnSZWNWVXE1b2jMhWiItgThcZQu2l6Djup5LtMLDpxIifhFFiFC9iaDV+WvzFKTZzaFQKaWPxH3gvrAiQWPZM+g+FdzeCxJT9vSFaW9U7C4opmdF+GVEtm1EpwPykoAeI5BAcW6gGhJuCUwlS2HWizsIxuzzn98JhikqNrR/8Ib6ASf+8qsrOS9fO7FFNFfiZznostxU/82qeYfOeaP7XzeVJl+OgffpV3/tpLzJ415MfEWck2kVqOcjC/augfWZ+FKWbPZKS70pVrKqC0rLflphkcWtJFw3IvYfSwITuraXJNTUJyMMP1MwkIh7kY1yDg5xwUJemRItVaWETnC0gTmukQc15Q7Q5JTtetftNsjspzcRplhZuMRK6lLFH9vr+JNVQlpBk20ayuyAQsXTqy84r+nXOxYWGQzfEZbE9YXuuRLC2rvYTprSV6XWMen1DduPTkL/IJy9NE9N8F/IfAV5RSX/Kv/QXEwP9DpdQPA+8Cf8i/91PA7wXeAJbAn/ime0gTmIxELKuxqNNZTFtIExHAGvaikQZo+glmVTM4qKn7Og4FlvfS2J0ZIncgFl/bkJkYzXfncUa+tzc83ch4sxmn050ZlhDxdLKBbnEW1+L+tuMgukXP7tLF/mNzU2iJD2qMjsjb3oAlQsrfxbhhA7+OmDvydzlhoyAdItTQhVeN2Mhw4rAVX3foOqVw/OiOUdfBSRINWdNrM5PggOK18J8JSp0R8vIG/CJbSReevRNYMdphc4lUVZjW5OsjzkhkWGxLMXFgCt6qdvju3hlvVHDc9OgdKqpBe32cEYchWY1j9akV9nEPO2gYvJ1S7VdikK3C1YrGKoGSYka4mWIp2xp25w19t6C8oXsUztuB0zp+16t9R7GtGTxUTN+yrHY0Zy9Ztr/WMHz7nNt/YIcrv1ZRTM3GvRZolqLX0+HMh13pTjqlhI0SJJd1YakHhmTmmL6xpNzKo3RxF/83voGx2E5QDtbbhsFjy2pPk76ekH5Xg0ExsyV/8fo/4Q/d+AjlFgzvO3onQj+sBiJhYAqHKRzLfe0L95r1niJ723L6wRwspCtY7ivGdy0nL+nIDsuPDYtnFZd+HXZ+5TF23KcZ90jvHbN+4RL56QJVVjLK72Qu16a24PxAHKVEDyfRqLIWI19WXgzNoHo5brmCukZlGZye46wTobRADb9+merSgHKakB+W9I5L6p4hOykwixLbT1FFI/vRoAb9KBBXDxO2v3KOOVtEUUFd/muM6J1zv0gbS11cvu8Jn3fAn3rqIwCwTlKdoF/uh1QowK3WkAzlvdCy7Zuiml4iN9xWS5/EN3AINu2NfKeYFaPaaIjVhb9pjXOIaDtn3+Uad4upT1qiwe+u00nXNxgu6sI6IYrsaIo7Tcvp7h4nRIPYpWzGY+5mDRfPQ3f2F5KgJ80zULQZ/cVMgbZAGpkanWNGtdTB2NRUS4DjFG1W4JCMzRsJfpv9bVzHcGwX8J1IIfR4fWQ5+WNNPBwSagtNDoVN+bFH38m16/+UEs1ls/L6Ng6r2qJoOVEiazxQ9Pol817GztUz6t/aQy0SQheaS2iN/BOupxRtQFcyIyDAOcohTXfd+8afR3RsWv5QjWSY5dB62CKlHsKNDz+k+hf7mHVOsg73hZNhOsE+qNCNuxnMxPqCg+7UsI3eEu8Qmn6Kcg5dWnTZ0PSkUbGaCD9dz+V1KQxDfuqHCM0c2dxhlOVOo3kucaQ0rC+JlpOupFDvDGQLy+y6YXAg26kXXgLZer2nXK6bzUAtYPKu5fBjiv4jyUBXlxT9Q/GWzljOP35FRv+9c87y5cvYVJGnic9cNGZViA3KRYsepbxOlpb5rsu1QMxhGprWIpUMPpofihS6V2q1XgywnvalI9Yoir2M7LTGlDIjw6VGAtVAu3Uu1hobDx+Z0zlBnVdm3z4J1Hzy8r7ojPW5rUTveQZayRgvpSLN8uKSnK5xPnJvsgyUyOviXBTLwqsm2kRtGgpfdO3+v2sMu+n/RiRlHbruQDXqwgNCuw2UN2bBmGreA4sGtkWcltQthNZEvDv+bYlza9UFzvWGU4GNYm1g/QRDZTPEkFxgZwWY40mGKRrODtWzC7l0cX+bt1BNlCroCaURJIIPPzGada2zkOP2w1/C/rr3dOdcutcyvLcROXcyJJs5dKEwa7km2SxgQJBZOKv7/Llr/4wtXfPPFi/w/YOvy1i9rI3IdS0GPJs5Zs9D+XgIieWHnn2Nf8TvQJcKO3CoUuR5wdcNutfL+gMN9xmQrNrxlfIjbzgNLnGyjQv3TpAvdqaVkTj7oBiK795/k1+sLnH+Qp+tW2Ig85Oa9W4aCQimDPIVLjYSXhRdc3h2fYDCAtvLyy04o9BrkQK3mfEiaA31IBeKZ2ExS8fk1gy9rjl7ZZvx7RXnL/TJzhv+ly/+DpqPa/7o9DfYMYbv/YEv8cv/4BOsd8SZ1gMtzVhhClgqjsr67u7sXLKZdC4HffhxRf+RYvtVSzmGrTcLho8S6p6sV+eC4dc9Q7rdJz9cUU1yjr9tF5zUNsrt6wy+fohalzJ9qtDU+xN02aDn6zbgTIwY/EYkFex06F/X2J0hNpOu8fT+GXbUp9wS5ydQsyiCBnpqM0iwmUHlBl006HVNPenhEk2yqCKb0OapDGL3TMKnXZ6ALP//sCgtWjSB4hUmgACqKFFetEwvC9R8hZ4t0bMFqqg4f0HwL5domr4RjdeLm7fCTw7FsfA7pOIhqo0wTBeOce3DF1kKXUiH1jlsOAnVYZ6EoioXttkENg+xaeiJhdqwWjD6F/DojeJiMNQBt1bQ9B31wNH0HC71NMGK2Jlp1p4u2LTX6+IPELtNrad3drORqEkT9qvb6xmOo+51YCcfSQeZBWekPpAs5Fh0rTYoihuG3Wcg7zlG1/mc/1uXAYuXL8UlflJUXyJzs24ZTa8M7vH1ap8vFFf4vsHXuVVtRwcWomCbwvTtiuW+ln0Yh1oZbuYHEmGWkJ5qabIyQkk0a4VZqfg7WfoAJHU+kgezVCSL9kc1UI3kO9OVIp0hP/4a5SeQLJREsQ2kc0X/oUxh04ViL50JlLFwrHblZk7PS7JzGWgdpZUVmxCNa79Daa5yMaOKmXLIKKyjHgo0oSvr7x3ZUP9hQTaXpgfbk1TKJZr8tBbMee1Y7SVc+udCW/q/188B8JeufM6P2mtHOy6uaP+saNY78iDlZyJbkawd47s16x0JwPoPpDidFI7xvYajD/fACQupf2gZ36tJ1o7tLxyyvJozuznk8KM5y8s6Xo/8cE2zM/KjLEvcbE761sPIjmEl06TUuhQEIs/AWpE/XrV9BdUwockNbpDjcoNZNWSzSiZFndXYvFV4FaxeHkDVOPTpXHS6aoteS8QoA8/DfWjirIinWd4fEb0CNZMh0Bgj04mSBDfoiX706byFdkDSKWvRsxWTN3NszzdEWfHUunYdSqXcyJHe57v8rJ+bEJqdwmDloKXi0vaGF5pg+zDEqKwDt4QlTjzyRth2sPNATexCKFH6NkAcddsMFIxkF8oJ2LquJS2NmYdrI2hVi3HXtcKsZMB61FtpwObtqEScROCqJjYsbcgk+CJo02uziMQ7hgCFOAW2L58N3baqBowYvihm1mG6KOspmh14JzjFuu/EGNI64q5eTbcA3eXuB+fZpZQ6Bc3AkZ0p0nP5bFSpdCKJ64zcD8+mRxzUE769d4+ZUzysp9GxZeeOuq+oB7DaTcjOHLMXHCqzOKvYMkuymaPYUXItc0eyNJiVF6YbyrHoWhxPseMwa0V+LFoqTa+9liAGHavIT4gict3nJVyL0W0JYkBYOkFWYqzXzJ5NGD1oSFY+8i4bBm8es7y8T/+oabubvfEIswmyWUM5MRIldzJbs7Zx/wJNacy6wXoKcyA72Mz49wTHN8samyeYusQsa5rdhGQt59w7tlTO8KuzF/j+wbvsmwEPf1fDtc9JsbseKNK5CIctrmjB7+86qpE0K9U9aDJDNpMxkPmZY/ig4vz5tJVnqCy61lRDmbca6K+T184o94eM7qwwZyuom4i71/sT0Bq1WMFoKO89PEJ1o/kweyFLZZzhdEgzSEnfPcQ0DVmSRDahqWv0ukANBgztM8yfyRndL1hf6tG/vyB5eCpTrpZr6QM6m1Ff36HuG8yiwA4ydN2gZ2vqXRHYs/1/w/TosRa3LgQD81i8K0tYFyjb4JJQvXQIdxBUkuDmFcmRTHmvp3k0pk2mowF33rua0k/3SYmSB/GB8WyDLl9a1BnFsof3IjzRieTjojq/O5F2cALBmIeGnljc7eRUwn9uDXw4H3mTtmElYN1pZxudCBoDydLrZveDkVTYRB6uAAOEjCCd+f2GJi6/v1D4jPAP7f7qfpsJdTOIcAxNzx+jE+OvK3/KPtNp+lI47XZ0RnXNRonzCRmGax3YxRrKxZpAq0bpG+AyKYbWfbBTgW4izJW2TkI38JX1s/xPP/ODAu+Ugp3f+Pw568t9Dr41ZfDQce2nH3PnD1zGaUjPFJXNcD1/TwYKqYNGi4FPF9751cL8wXqqaaXQVdiPv+DdxcNPQe9GGF7tx5SVjCRdQFOJQTYF0SkPdcHofsNq13d3HpWUu33yZcHknYLFlUwaqyp5z2nFejclP2tY7RnyMxsdiFyfzUJt0OJpvOSvLqVpSpde3tM4UeYsLeV2RnZWoWrrdXxk3qpqNOstzf/2S9/NX/63foKRSnnQLPnvvufH+Ru/+EdIVqINX44FluodOznfnkysKkcqPk+mQGYnNI6H356x/8Wa9ZZh9rxCf02ONZtDdt6QP1rgBjmzD44pxpreaULeE3kVMy9Qy0KOdb6UaWhhlKZ1OFvH+cd2OsQZmV1bPLdLergkuXUfBj3s7oQA8TQDgWySr9+BoiA9WjCpGuY3BvSORJOr2R1T7PUZ/OapwNbTMbqo6T06k2h/thK72EtJ35XB5c3NKzzt8v4w9CFSV7o18kqJFEKWSmEEUIkBTMvGyTOa7QHlNItyuajAnac1ClrSwFYTfNOIPqkg2sIjHrsM1EHVfq77O0RrSnXWV+12Aj4b59CG9dUFw67bCDisB2xANpHh0jF0jnYbdAxu3HcDxrYOKzgHrBjtAHeEgm+X9QEtvAFE3D0KuIVztB3no2QdFTD44ERcezwxa+jCLoo43m+DLRSymw58YzNpjgpwVXTGANarRYa/HaSFQCC6ctQDP6KvFHjj9CX4u3/th+B3rxlPlpw8mqAXBnPvkOFRTjm6yvFHNKP722Sncq8dfVuDKjSqUYz1ykMi4sCKrZZJFCAdXQldURRUPWTmufISXbt4vkG1M+gLbTh87/jSuZx30AQKzVPVCA7qCfVA9M2bFNa7MuO1vjQme7xgcSVj8LAgvf2Y8uY+q8s5g/tr6lEqRt5Lg8S6TSc4aWsNDuUJD7qQZ9TmRgZpNw7dNJRbOcminUyFgqQQ9UddQT5rGP4U/M3nv5ffvPwW/+TNV/gX3/G3+G+fUUzecW2hNfXNhkhAUPfE+YSh6NYX29NTuPJrFY++LWVy26IrxWovxVSO/KQke7yg2hmw3svoHVYsrvTQh470ZCWNmY1FlRXmwbFE9EUltiZJJLhcLnHOCZxcN8IIbBqyqobzOSrzMJXW2F6CakR5EudIdrb8NUo5eWmIqRzLyym63MKsKqqRwe1uRfSiGaboU3BpgqpqyhcukT6cQZai8ozkndC69M2X94mhRwoauefLpynOOVxjhZfqpOGAPBNqkTHYUR6xP1NYmp4RuxAwxBDNa8T76k4kD5GFEaGGTiQbCq/RYQTD1DHy76FPdlLci6wd/7FomON6hsg4CVFlYzr7cjzZKdjWkHdhn43r2X0tOBzbHkdM1zswU6w96M42A+xiW+P9nlF5Ht7aEG7zBjyIdUX6ZLge3tCH4nJLWW1htfi3YQOSwTsQs1bta8Eghe0HRx16GRSoMkT8qt1+IvK5W193ZDPLzR9V3P3eXfTEYlaKMNB86zcekc32cEaRrGD4oOT4u0DPDM5AT1co62sC9aYTCk1V3UU1gdIIqhFoYqMnwIX32vsz4uZWHIOuZN1QPwgZaTOpOaxHHvJyjN8teeOPpdz4x4pqlJC8ccL2l4laUOnDM6bHS9T5gmRnTDPMWV7rRVkOmYDlNpIOpwDfmaucw2YyZDsICAZHkCxlQpytRF1W2YTeo4LzD/TJzxuKiWF8t6D6sT1e/Iu/zC989l/xueVz3Pi+d3jwj55jvevoHSnSc4e2cPRJi9oqZbjQMmH6W6J2qZVc42QVumIdqz1NsoT8rKGYGlaXMuq+aNuf3dQMHopMcHZe4TIZbB4jCa2FaZO0gaXLE7RWuHWBmy9AaTHsfY+7bU3gfA6lRc9X6Ptz1KBPudOTDuIrU8ppyvCXbjGZ5qjGsd7LSM7XuCwhWVuBaACKUmYTN1Yue1GS3TkR+7cWR+CW/6YNB1cK8lwMu7OoNEWF7lijY+eaG0gV2qUG6ztf0ciNFNQTPb884vIdrrvtGO5Aj9Q+4uwayqjdHfB22ChbByOvKzFKIVoNTUKSutIa6otRbTjtZnN7F+mU4eHeMLz+813DqT023jXsQfwrwCsxGAvrBkw/7LPjxJSXDojbDo7TG9nYZRmcaifK3IjA/fW1aZs16Mo7NA/NBH0aU0E9kLpCkHiIn/ERraNl83SZPnF+a8gCFKjK1yIaJRj9iSI7c97BtxekGkF+DEefqiGzZPdy+o9Al6KH3lzdQd95DNMxg8/fRo2HHP1719j9jRkwJl0o6h4MVUm6tCwvm1hDUFa6PPGZnFN+MEgDLnGSXQSpYu/ou8ZUWf9+47zipYvOIJtZyrHxXeGy/nqqpTh5ec799RbpwlJMRadFjwZkp4700TkqTbG376InY1zdoObCE7f728xenHD2vOHGj99l8cplqoFGKekKrvvC3deVQymBcmJ2Z0TzRgUyhZcUz47XLG4MSJbQDDP0uhZKpiU2Za0uZdgEoEIyEwAAIABJREFUPtm/zUGjOW0G/NuXv8r/3HsOXlygP1pilePkcMzf+Z3/Kz1VoZXlpbTmuy//MOpfbfkB5o7FvpG6kIOtt2o5/trSO7Ks91LKiTii3VflvfxhTbGVYvoJmVEkj9axuKqqGjvsoU9muEGP2YemTH/5nNl33mT8s6/JcG/tM8c0EedQN6hBD/fwAD0c4BIjAm9OYeYlvaqhefEZ0tM1TinOP9VneEcKq71HK/TZElXVUJSYLz2Gy5dEJdN37rpHBzitUYO+1DOfcnnfGPoQzQNi3JVEU04r6Blcmsg09qBH3zO+uzXonOOhmTAtSrbbUhdVfIi6OHkwoBH3NkR2QZfx4SA6krBeOWhT7EB1i5E67edCFP00S2SphL8vRuohsvd/h2Jxd0B2ZwLZezIQKcYi0X1zYfsBRgmfDQ6x8zt8LmrbmPaYY+euL5DWA48b4+GYtC3gBry9CweZUDtIwOrWyIdovUslDZ/bqHFoMewBQgocdrOWKLzpyYVTPlJOlmJsyy3F9hcTzj7kqCaWcsdB4tj6Uop+8x72g8+g37oH21POP7rP+pNLql8doowciEsdlTMSWXYgrmConaKVRwgO1V//YOx0HQrm/nr5LMhUInylKxe/E5D1dO38+zJPdHS/othKmB2MWFySuarJWqJt9ShncR36uaH3xmPU9Su4g2NcWXL0B7+V+XXF6J4cy+RdC0Up3PcOPm8Kid4l0nT+e1MbIxWdH1Crm4BBKZ+d+HnCqcgUZOc2DoBvMsfgcc1/8BM/wp/7vT/JfzJ9i3fqkh/7rm/nj938Nb5wfoNHywmJsfzNB7+LN473WJcp6wdDzEozmTuankJXDl3C1q0Fs+cH4uSWDptrmkwzvFewvOKnNs1rVrs5/QPH/Lrh0i+L/EV5YwddNCyu95n8y1vUz+1ilGL24hic4/S7bjB+cyaGNixNIz9pihr2sZNBGxeez0nP+kL99naommaY0rLeSdn7coFa136GRinMGmuhl6ONkfplKnVIvva29BflGW6+kGD4KZf3h6HXKhY9YhTvW68xwo93RuMyTRjmIBOiZPVg5OVv/76PcLsiZUDE8rrFxfB6oJptwCKKDTggdJdKtNaBHzoYe8STQ4E0GEnHN12cQZqGnmTsO4Y+/K0acNnmPpwGFaLtDiMoQgJlu32Xds4pPqzt9rtF6G6BVjcdo+1f1zUimoYY0xBhB5ZTiHQDxBChFuVpl+F4O9F6N0sIWG1g4ARKaviOYnOSBpsIq0Xgunb0YdhWmCpV9xXbX6v5wb/y87y92uPBasLpus8n9+7wubuf5sEf+7Ac22dfZny3Yb2l4W6fYqfBFlaKr5UiVQ1J4chPHNVIxYhVV8LDj/BgrMeIYQrDxcMYRrmgSM2puaA+eRE2DA6wceSnFpTX3BlWfPXgCltJcJCWdKapho7pawuanQnm8IzVpz+ALi3br83Z/oolSG7bXkJzfU+iVR/Bx+jdKZRSqMQ7nkYOxCUqKsu2N27rEIqtlNyCWVXo2tJ7vOL05RHJ2nH+vMaUCTtfVix/MKNyDR9I+jw3PebH73yST+7dYTQpOcyHnJc98rSmn1XMnm1Y3J5iU8k0snO51gefGIpcx8px9ryhf6ipe6CszJsev1Ow3svY+co55bbo65x/ZAfdOIqxoX9Yi7zC97yIKS1NbiiHiku/dADOUV2boi9AypQV1DVuNMZlCXY8RBUlxQf3WVyVAem6cozeXbK8nLL7G8eUkynr3ZT17haDB4UU6od9MDLYRT86xi2WqO0p9TAj6eWgtOzTGLh+Gc6eaEbes7wvDL0zGrslYwHDsOF2jJ836gq68sJBCzrgwyGSUpaoyyGGngsOwf/fFzNj52xnifhyiPz9vasaD9Wo8LDKZ7qSAsGYROph2PYF4/3bLYFLb1M/G7boHJc3yF0ZgBCh0skiNpqbAlMnGMqsg7HTeZ82E1HdY+3UFWL20IFL8MejPQwTNGSCM41OtpMtRDmEjiF3iYM6jNtr9x8hK+90TdFSVl0CVGzQQQVy8x2jftumUHG2bjkNx+4lcE8diyuGk3rAD1/6BT6dK96sVwyU4+fKT1P3oJo4nvm5gtMXc8qxYvo17zgSRzqH5Y2GHz38HuqewDgS8YbhIh6j93BRKJgqK9G/WQu7Jc4F8OccIB35cbGeI3Cedw6N7EskiUFXluVlhTaW9ToV9pkGPVtRTqfYVHH0iW0m7xQoO5ZtlML+sKng7WYtNNIwj9QaIAsjOF3rhP33Hp7LxhicytFF4zNiH7Q5R/+wZHk5Z7Wf0TtSqNqSHi9RzZB01jC6K87KlPCF8xu8OrjFi8maP3P9Z/gzr/37zOoema5ZNymTbM2yyjg4H1E8HJCf6hhQlWO5pskKpm+uefjZPum5Y72tfD+BKJGe3+xFB7TeS2kymd1qKslYVpcSpm8sWTzT5/QD8iBf/1mxqOX1LRZXM8ylF8hPanqvPxA2zniIqptWTHGQohNNPTB+4LglO5VIZ+dLJ5x9ZIveUc3o1imrZydUo4RqnNC/JyqaqmpwRYkaDnC5sHbszWcwh2e4UV+e/1XHOHyTRX/zj/x/sHjurU0NNjc0uUiH1j35bdN2FJ1NVYRmuvICNpHo3Xapk53322KmpJJBl14ivgvH4yPLbkNSfAhN6zCCwdeBg96BPNpza19/miUIOQU8+5teuvDgdffpOr+9kd9oPgrXxhK58/H1wCzqvBbPybFx3bsRqDW0I/06bKbw+Rih++LpxQ7cLjS0cXydCD+eR/g+QvEy/ISaR7dIDRGzBfwEIPl/6CrdulXyI3v/iqkuuF0vGSvHVTMgqG+GTCE/83x3f9w6tXL9LPzTr75C77gR43she+syfzbe7353HfgjFl0DtONx/SAhHPoZ5PwFSmkyHbfh3h7S/+VRm202DbZnsYlifkOMcD3pyXDqcRollpOFJVlJF20xNUJX9JGoLjsDdrrPVrxv5HmKM3E9rbkZpqjKSsbinbtqHGq5Jl050mVNuhSWT7J2/Mrtmxw3I1Kl+VhWMlv2uL+YclQMqa1GK8eqStHaYhZaouDakc3EUcicV1hezSWrTKXDtslUDBSaXGpCqmqwCSyviUJmsrKM7pboyrHez5lf1QwfWPa+WrF8bijDv2uLKSU4WO2lwgoc9akvjbGTQZxVrYva9y74c68d5VYqHbC9lPFbc3q3j3BZQnpetR3mpeDzTmvUaBhna6jGYvsJrp9Tbw+w+9vSZPqUy/skoleU05QoLGba1wMDJsgMb+icGGiC9HDE2GUb1keCTUbUWQEfDV0wvIH2CLR0QHXh/RQpRIbh0qo9Tmj529aEAhqxeNmNqCMc1Nl2MIAxYvXbgE1ntUF9DA6INsLtDiUJgz+iEQ5ReMC+O7BOOP+oNhkYOeEYOrWJEHkG6KQbpQdlyOhQTOezPhvBCf0wfgd+fVO0MhWiEUOUfuhCU6ETVNF+B8Hwuc7ELqc70X9wxg7qTH5nZyKQpSwsr6Tcrke8nC7QKCrnKFztlTod+YlQ9NJ5w+iu4vFnG0ZvJjIRaQDZkdB+q5HdCAhULQXCuq/ivoQ66aQRykf64Xd6VrO4mtE/rDsQj4vBSSjGguDmSeH8NdGYUpqTVpfEOGcz+Ww+F+ba4N2E5TXH5c+LXEG5lVL3dZQ61rWj6WmankxlirTiwLjxBjouHm9Olo135A7dWPSyxE56qEYGgzgjEgbpTOQXdGmlAWhrRH5ccf5cL0JY622NenPA5z70Ci+lv8DNdMTHrt3jN+9f58X9A6xTHK2HlLVBaznPZiBGvMmFqjp8aCmHinTesPWmjSq1s2cM6RKStWVx3VANFaqZMn6noBr2OP6oY/JGgtmX5iuzsozvNaLIeeecxQtTnJZzyc5qxrfOpAvWR/EAq2tDspNSjHki1/TshZTesWvh0UoM9nonI5/4DEgreg8XVNs97CBDFQaXG6obe5h5ge2nVJOM/PGS6uoEVTvqSY/08YynXd4nET0yeLongxkaL1fQ+Cg+RvU+YmwyoZcFqmS3/T4wHIIOesTcfXofIo+otOgNZuB8RxggQDPmAvsGNqPkjiHvUuNgM/KJ//fnuxHNmmAAvMPwkViXcx8MdSho2mSzuGkzF41L7KbFG21v+INiZBsdttuOtMoLTlDXfr3u++H/ScikPCQU+tpSov78Bldetdc8spH89rrNUN26AnSuK+31lqarzrAPb+St14VRTjpsu1lRNWq/n/Weophqlvua+XXNry4/wE8tbgJwajVfLg3JymEKRbJ0HH6rZn4toRrAjZ8SOGcwWYtgWCJaNemsIT93kWKpPcwS/98Z+K0rMdTaF1N7RxUPP5uTLtuTj5mdL9iqxklLfGUxRSPOo3aYdUN2WpEuaupJQ34SyASynt2bcv3nF5SXakZfO8EsK5JlQ7K0LPcMda6ovGZ+l5Ysg1raWQ5NT2O9LIGqHaawdIeXyLMlOL10y8oPQLKQgdfrvYxqd0A98r0vvgaha0e6dOz9piXRllTB0pb8N9f/MQAHyyFFk5CbGusU89M+yUIKueVUCv8A6y05vrovYw1tKrCMasTplmNN/7Fj+1aFKRzv/mAP1cD2bym23qoY3a/lWU0UgwcF/fsrissjkT42iuTxOb0HMjDETgVW0Y9PSB+c0nu0lKzGOgavPyJ/94T9X5+zuKZZXE4YvnWGSzW6aBg8WIFDDHlmePA9Wzz+ZA/bS2mmQtdMTleoVYk5WQpUuCpJX79H+uYDsrcfw+NDnnZ5Xxj6mPopCBIFdV9Fg9JkbVQaCqzhvYBlO2/cuwXC8JBA+9DEgmInZQ7HQNeIdeEHj+cHWCIYvIuiZ9GYh5QZopEP/wcfOTdsGM4IT9QdyEa1mcIGGyYY645BNGvlU9X2+CMH28k5yMCL1mhucPOdHHfknUOkRQaZ3m7EHRp5wrbMGg81CFQiDwvRuF9swIp1jrrNoprMxaxFNYg2j26vzQZrpyHi8N2eA12LEqRTYnzD/NqwTtCL0UV7PMtrlp6q+bmTl3mnlh00yP2YzkL6r2hyRTVSzK4bmh6s5jnpzMXjrIeGoAYZYBfBtb2hDteqsK0z9sqPqz0RGxt/7UyGbdsgyyuRsS5tvJdtomjSVqZYAhdFclpA4siPHf1jS/9hQTkx6JMZRx8dkD1KWHxwG+UHhuha5vVmc0tSuM51dP7auFiIFRE0iy4lNA1GtMk0hNGH1kl3bG1xqcalGtWIyixakawt2XlNMq8wq4r0aIEzsl3lWUSHH9esmpR/vnyBVBmeTTTT4QqjpNP21dvXKMsEpeS5T5aK/mPH4IEjP5PjLrYVJx8ynD1vROfH3xvVSO6XYksxv5YwuDPj5o+fky4di+uKh9+Rkp5VUiB3cPpin+X1QRzJCMByBXceoB4eYR6ewOGx8OitxRzNSObSlOXShOLGNk0vYfcrBdM3VyxuTjG/8ip6VWFmBU1PtHSqiWHyTo3TcPCJAY8+M2B+c4Rarqn2x7g8EfmJpqG5eYXiw9cpXryCe/46T7u8L6AblIxZC4bWZpLqNnloV+9gf34JBi18iU3mdWQS2mJScAyJajtnrYMOKycYijAXtS3oERtWXNJG+nQMVYQ4AjQUHVEbycr5bZ5uk3eOu+exYrxDyyUi7RYXlY8IIwQTjDds8OBVgGy8MdSdAt9GEe2Cew/nael8vrOO9tvX3pE0QYk3cOnDexmistm0nzVhsHZwPMEhekxfeZw8NBjFXRvQpWo1blR7bkF736w9975SG+wbs1LxHknnUnAFyDzmniyhd9aw2pGofXlNMTYrPjR8zLNJRekcr5ZbJGtHPVTUQxg8cMxvKHqHImp29nLCh559xL3958A5srP2u4kGs5HI3VTtRY3aSmtI5zLmzmbyhdz8uw+FM+2GMid0pmRKk69bUTtMbaEAm2rShSWdlfKeZ8vopWH0oI7OO1kJG2fn1TXpIme1Y8jOM3rHFXXPYBPIj0tfDDTtwJFg3BuBboLBl/MKN5/ozZtKHJMECgpVNML7j4NKLGZZoYcJZ8/njO8o0nPRX99+dcbpSyNGpyXLywl7X7L8NJ+C3wO/Z/AWe6aPdYrZT18R53fV4Z6rUccp2Zng6/VAhpmUWyoGDkHdsun56VRnkM5l6tb2rZrTDyacvjKlmIqcwuXPV5jSUm5lOA29xyt0mbPeTekd1GR9jV4UuMaiphMW33IVU1jyOyesbu6Q35+jyorV9SHDV6Vjtfdbd3F1jXrxGWzPkM5r9As3UI+OAejfecDpD30EUzrm1wyjuwI15TM/JGVnhFlUzD40ZfTOkpPPiPRG/1AawLbunfK0y/sioocOBOBpdlI8aRUng/RwkBSODU91CxWEyDsMNQ7r47F7a8LgETYgg8DUCRHje7o0PZ4dCm+RA920D7brYsG2XT/CO0BgCAVmjKT83pCHppmyHSQdli5fXHX2Gb893R5riLbD2D5pFGuzn+7kqZAZdDtW4YIj8NciiJh1GTPBCYRjNX72bMh8AiMpttF3oSxfSwjXLVmI2iNK5r6GfQeHEBxFYCGF8w3YfhAmA/nd9AQSaTKJ4IKTSJY+uusLk2u9q+l9+JQryRnf2n+XgTIMlaZyhnIiImbrS5bFM0q0a+aOZN2gC8XxaiByx+eaZOmjyYk0LW2/7kjWFvwEoXAP6ErqTYPHtb8HJAjJZpZ6byyyuE6Kq+m8xiYaGocppBkpQI8A6VmJqhrMoiIoTYZuYdU49LKSHpM0wSxLHv9AibKQHizifZOdO2Y3etHZ2ESeGeVcS012ktXoUrRq8Jh8MOw20Z7u7CNfL08ctinfiUgjmEoaqZpBiu2l6FUlGUrPkC5FaTOdKfazGbfqEYWr+Aff8nfivSTwksMljmJX2E3iNB3Zqcj/2lQGlwweOLJz2X+xA+sdjTOw3DPkJ3J+w4dWAkoHq0spvcM1+UnNw89OxJCfNSyekQlPiw9uU794jfNPX+fsZsr8mYyzT+xTTA1nr2wxe2WP9Kxi8fI+btCTSH9nC7MoSE/WJGcF1d4I0hQ3HbP+jg8xeFSSrCz5mQwzT9aW9dRwdlMGqZx8dMJi31Bu5zSpIj8VZzB8WNDsjr6BRd1c3jeGvsueEEOxOfYsYPMhkg/shW7Br/3phNAd6CQwJiJu7Np9a2+4gY39bhyj2/xp6W5EIx4j7oBLX1g/ZA6BVdPF0ruZRVji+fssweauNYChE7h7rP6aKOshlA5GHo7VZt2Hpo2wu9/FxWNqsnY/XT58WLoqnUHvPShiBiMfsGuniX0MwWHJuSgvoaw2nCOd44nYfnAebvM7DseXLEUwrH/gyE9lUpFZEwu1TS4Sv/mJ5eW9xzybSHS0dA1fq3IO6gnbf/Ce1HqGlmrsotZKcromPVcYbWMtYvJOSd1TXjxPRPSaXFNOk8juisfndeCdksjcZlpkfrXC9lOcUiRrMexBezyM9AsZgW4sLtPU4xw7SAmt+1d+pcGsrcAsRSXGdy7j55RyjO6V2GFOPTBUQ8PuVxccfkxx+kLSUjcjzOY2MkIXZvB6bD0WbL24mbKOeiikCrOq0JWNNEuXyDnmZ9IoFfZhBxnZwrLcT8jOAlMF/sm9V/iF+cukymAUzF8qYxBTF9J8lJ3IRuqR3NPrXXHo/ce+NuODvuEDR34s09NWe4pqLNRam0A50qQLx3rHkKwsxW7Owcdzmj7UQxE6S9aW3t1z8uOSg08MyU8qdl9dk80tTQbj20uy84ZiKrBV/96Mxc2pKFxWEgU5o9Bv3yW7dR836lPtj1G14/z5nNWeIV05rv/0Act9KRQnK8f8hRHZzLL3lVVkEko22FBOUsqtnKddvil0o5R6Fvgx4Ip/xP62c+5/UEr9JeA/BQ78R/+Cc+6n/Dr/FfDDCOfkP3PO/fQ3289FLZC4/xAFexghRIr4LzIUSq2ndsXiq7+TQpFUCrOt4YpYe8Cnu1BEB8LpLu8x/rrdZpfDD63TiEYo1Ahot7uB74fCcKfzNuL2/rylqKo2DF5cj872/T6arONwQi2iA0nFrMa1zrPLkokGtkMpDQ9Q18B2nWbtJYCTJW3BNjiUpI3oo1Kl765tegLdSC3EIYNv/b1t22sVZCa69ZHofDvfa/jObSZwQ1SV9DWPIPNcDxTjpOB2vU2mGl4tx3y2V/Bfv/Ux7hxuYUeOwaUFq0HO6F1prlHrisltS/OdmrMXLdOvaWyuyc+tN4jhWBzJSvDnKA3Q+HMDQkORri1huI5qHNm63vhbmB1i3AScdqimaacSaY1elrjUMP71e0L56+eU+yMZGL5a4dQW6lHO6hKYdc3pCynDhw31IBXBNQ8zheZDOd72XmrlOpQ//M26Q9C310XjgwkT+1+SVUPA/pNFw2o/JWhJVXnG8O6Kx58akZ9rTCmD2A++us/b2494Z1qypRV//Xf8Q/7yq3+careGSkOvockN6Vz5e1TFLmRRYm3JG0kKvSNLulCUE+mpqHYV/QNHY2TdcqIoJlLr2HmtonewYr3fx6wb6r7h8DO7DB7VDA4s6cmacqfvISzF+QtDksKy9/ljbCb0yf6jlejV1zUcHssjeuManM1R65K171wePKrpHYqY3PlHdpjerijHhuUlzdVfOGFxc0w1SVC1Y3lFYRODrg29k4b07ELX5zdYngajr4E/65z7glJqDPyGUupz/r3/3jn317sfVkp9BPgjwCvANeCfK6U+5Jxr+AZLuGnki1KtMXTSxl33xAsrt9k0A/JQaefX1y1sE2mLPpqK8AO0UXHA3b3hipBE3WLdYelGZXLMm+vF7k8nN1uy8utocJ0IP2jQB0hF1wgdFDZFvgI7JkTpDvRaCqTGd7dWY2mfD4a8y3dvBhJdx9fp+IJOFB8mUKmOoe86gCYnwkWmEG31eN5+gzZrI/YQOXc7UXXVwj6qbJvBglEOkIOpQDnVcthd62AD1GUTv82ydfzipJ3IKPj92kSulWq8UmQp2w8GwGnonVj28jlvFZd5Kb/Pry4/wPf2b/F4NiL9zRHLmxXWavSjnN6RpdhSVFfG9I4bZtYPElmJDkyykOandNZIy39lZepS2UgTjC9y6mUpbJQwaCeIaYW/1354ReK/IGtRYYayfyhUVaNWjjjOrqrhfAZ7OyLGVZRUo6kY4P09ALa+plhvQ7rMGd9tIq3z8q81IudsXcuice09E28cC0p7dpdVUazNaYOurExtqoSJY3MDTuQHWNTo2mJTTbKsKMcZ2cwXGB1gHTuvCSaXDjSrPcXW6/Dt/85bfH59gz88esx39u576FRB4kgHJatnNfljw+Chr8utxXnY1NfonBj7ciyQaLmlGN2x1H1FOW2zxsCCGj2QZq9qpCknI4otxc6sJl3UVCNN09fkxxX1KCOdlSwvD5nd0GzfahjenkNZUe8Pyb7yDmoyxg162HEPtd6imeSii8+I5fMThneWnL4kHbyry32anrCDhvdW9B5Zpq9bVtdG9B4XmGXF4vkR219vZGLX2pI/nFN7ds7TLN/U0DvnHgAP/P9nSqnXgG9U7v39wN93zhXA20qpN4DPAL/82+5DdQzREyZEWS9pGgp/GxCPEmZFjIppjUOMBMPzkbTrBk5517DG4zHQdKPkEJGr9lhDFB87Qh04b5RVBwYKBiXK8oZ1w/GFYrDv8JSVvO9wMuSj9kM9oI1ibSqfC2PqumyWOJVoIevVA2J03mWwhCJvYPfELlS83WnamkMoTteDNpsIcEzk9+vWaRRTKYRGjDdkBa4tOHc55xFe80JmNmmhrRit+wyq6fvoX7fXUY6p7UZVnv1jVgKjFDtSVO0/cgTWSDYTQ/W4GDPQJfuDOX90+kW+XCas3pgyOXUsjcNaRX6ihA8+Vzz+ZB9rYH5vi9GR4vA7KtKjhOzc+Ag2kWEivh6UrFx0lqFgHu5N4+tJIOddjcRRDY6kWKys16vx93qyluJqk0I2txFuSec1TXqFaiIaFOVYs/X1BdnMsPzADsMv3WH61pB3fyBjcseRn9acfChn9ysF5zf7JIWL+vOB+OAUYDyRwTsBlwj0VA/koP8f6t482JLkOu/7ZdZ617e/3pfZMDMAiI3iClIgIJo2KVEUbVKirYVawpC8hryEHLbllaZCdoREhy1SDMr6Q3RIpmXSVDBsgJtMCgCXITAEhgBmMJitu6e39/qtd68lM/3Hyayq1wMQrQjKMa6I1/3evbfqVmVlnXPyO9/5TrRqP6srJ2wbD+s4rVhtROgqIT0u0Msal2iGd2psqsgelI12VXb7lPsf2WHtjZp0YnEx/NgX/gj/8uMv8a35TXaimPg7D4imfZxVpKmh8j0HTKaa1aFeOiZPQDKVuZCdSgK27iviOcwuaXoHjvRUmDZrr1lOntKMbklCtO6LJMb8vKbuKQ7fndM7FDnk6RWNMhEmg/VXxVFe+dUp1ThleWlA76YlPinEyGtFeWFM3Y/ov3pEfGxwaUy5OyC/vyA6nrP53JzZO7elDiAV9tPiQg8bw+D2inhlKLYycusYvniI62ecPDumV1iK80Oyu5O32Mqvtv1zsW6UUteB9wPPAR8E/l2l1J8DPoNE/ceIE/jtzm63+QqOQSn1UeCjAOlgo4kkm0g9QANapHvlPdWBJDx+6PeJCgdWbrhJWu535Cv6QgefhrIZ4C0fjQM0hUaBEdJNIPp9tY8WnTdEwVl0xb3CqMbLzndAQ9UMRrtrzBpYqbNcdrqlNjrfgs9moLwCZFMwVHecnJG2cri2OUhTrGTbHrXBGQUnQyrt6bowTcAxdWct5rR8f3CaAZ4xKb79m7yeTFtHFqL7Kg/GTmEyhzaqKXbSps0d6BJs7r/Hr7gabSIlzq2bfD0DTfm6B11AegprNytm52NGtyyrDUV+7KmQucyNZGb50PrL/MbpU2xvVNys+7w/rTFbFbyWoBaXJ4WNAAAgAElEQVQR9WmfbAWLcxHxwrH1+YLyPz6m/w/Psf2pO5jb91BJjN7cgLqmvr9HtL0lJex5Lsv3SIseilbY5Qq9voY9OkH3csxsLvuvr4nm+XyOynN6e/vEly/hFgtC0x01HEJdYydTUAo9GmKnM/RoiDk4JB8OIJPJrbRm+a5Lwn13jnhaUm8p0qOKaFFi45ygHZUdVZTr4iRaobUWhweISov1kbzMtVbLRu6ro+7FRIUhOV2RrWrQYzH4uzl1T5Oe1IiQmRaddi0MnPLC2N9HicrzvYLBLw4p/0rMkU25Gsf8zgd+hid/+d9ksLZCa4ueR+iqPb9qKFIH/btyb1dbijpX5EeO3mFNMY4wmSAD5Vix+ZJhuaUZ33Asd+SZGdyznD4eo0vJ7cwuy/iYXBK+DXSpBOop3jskO5WHtnjPOsrC2pcc9UiKoXpHC8Hj/WrORopyIyfqCXxVDTT5kTR7MZ5t2DuocJFiejlj46Up+lRKudWiwMaK/M1TVFVTb4941O2RDb1Sagj8HPBXnXMTpdTfBX7EP2I/Avwt4C/Sms3u5t7ygnM/BfwUwGD7inPdiDlgvg9F6YGm1sXWAyQSJuSZQiGQpV4w5uEsutiuNzQ2tA408nZwLvJBbxBD8i8sawOWHiCfzlJQudaZdHnzTfIWWv2bDmQUzqvL99c1uBDReqXK0Pu6KyXQrHQSn5Bcth2ruuqWjeH3W92X90NXqC7jJ4yp5D18gjc4tcCBt22CluA4AiYfYKDmwkLU2Ebp+LF1gSbqOk6kS4PtVPg2TjWcY+deNf9rmFyNKdfkxXTmvMKka+iqs0sRI73iM/ev8Or2mKeTCRURehJLkdlWgTnOiBdigNKZIz0pOFhlZAnc+sFLwCWiFSzOy0pqeOtxik1FMnXkx46NT93y46hRkUYnKfbyDotvud6ycO4uufcNI5K5Iz8xHD8Vc/FT57j17UN2ny+YXUrJj6UkOCos+euHzJ/dIZ4bdKAwbm8046D3jymevshyNyFeOVxdE989QqXnqMYJ9SihHgiWXncq6c/QmB0oWmNv45a1ZhNRrRRn0I55PKtEiDCNwfpOUtahKksqrEKilUG5hKiy6GXt2UER66+W6FoqfBcXc9beKDmXTpjaHKipMejYEmn5UXWrye9ShelDsakYv+FYbrctQ5O5beacjWjaPU6vRKSn0sGqv2ebZ2n0pmnGYnE+ph5AseHo7YsjKdYVy23R1cmOpQhLqpFbeM70Iup+QnoSNb1gi82M/GCFMk5kXnqxUGQnJcomjRS1XhmiZUV/PxbH10ubFbmuHXaYoWdSbPWo2yMZeqVUghj5f+ic+z8BnHN7nff/HvB/+T9vA1c6u18G7n6t72j05G2AQxyhSk+EuFST8Klz8XxtT0jn6ZMQEm1drfWmG1OI+jpO5Qxt0bWR9cP4uwICV7hhfHQj/bJDK/SRZtDACQ4iYPiNATftPgEmMal8T5eiWfdp1CAbSuTD/P+w+ohEz8UFw+3HIDgOYYTIqic8oIGdE3IgddpeVxcK6VI1ZdxlPJzz5+7rA7pcrrCyqnuSSA5SBdFSNXLJzXcFOC2seoJz9vkPoflJEtUmQiVskuaBuVPTQnE2cKidN5COYk2hVt44RIpypDg0Q37o8ed5Opnw1+/+K3zv1ucap10XsiRJ5p61salQdsDstEIPJApcvHeJnceonuw0eYehLiMG4xWzL63h9FURDCtbDHyxrZl+eEF1mnHx+gG3f+08i3eu0LHDHqVk56e8enHA1a+7w767xPy6Qa+0QHaRYu1LFzh5Zw2xBq2gTkjWHXleoYDJ/lUuf1ySm/NzmtHWhqwoThJcbIlPK3SRkh7Mce9IBT9+mO/fuY+A11UXdk1kIfLl+80z5RRmEEvVr6nRRUW0FINGolG+lzPGUY4iylFE74EmSkTTKj0pOH3HkPywZrkTE680v77/FK/Md3n/1Y8TofiBd3+Wj914J6O0Ymohncg8HJwI9l6sK+YXVUNbtglMrkWA9MC1qeLiJxfsfWOfZC7XO75Vc/yOmKiA4V3D4buiJg8YL8R+jF8XrL9YU2THQtsMsFk6s+R7YnRNP6bY7glFtYZiIyGZyiooXhpMHpPem6DyhCqWz80v98gPKvq3J5hxzmonJz3RUmmbRBTne+R3ptg0ZnFes/ncHLM2wAxTHnV7FNaNAv4+8JJz7m93Xr/g8XuA7we+4H//BeAfKaX+NpKMfQr4nUc5mTazDy6RPp/KL9tV1EI1AgmoTlTvDX6IegObQ3cM3UOVqgL3tNh4tPI9ZfNOpOpaw1jnEPuGHcYXY4RkYnAGugZV0fSlDXh1SEKGv4FGTbEb9YbjBocQYJBw3tGqNfBY0B3HFa47OAETdF+8s1C2TUTWIREaxsS1+zYc+5BkjSRR3E2chqRpI8DmDXKQS2gYNWUnURqgLgcY4coLd751SsqzJoggntM0D+861SANHfl6g9BbNpx7KJoL3xkv5fXVtmJ4z7aJfiVjtLhoeSa7y3/02p/kw+96kW9ae53PzB8jWnpFSaNIJhHTawIzbX/BcPDn58Qvj5lddSQzRfrlnl/FJFRDh00d2Uxj6pwoQva17TiDjEXvuQE9B7OXzxM5GL6QN3OY10akDo5uXkIrGL0W0V1NmgzGX447hX4OGw/pHVrSqWUw0BRjwX2dViye2GDwxfs88XOiJJnMatKJQ+0dUa5tYnrRGTrlmZ4MYfXq5QxcrPwqWENg3vj9pOrXEaiiqpYkbXbso08rjJ78oBJWjq/qjVYGm0ToSvINy+2Y5WZM/bMX+eC/9TpfKDMuRgv+i53f5oXjS0zLDNOzrN2wLLfiJikvDc0Vq03H8E25/7qG+QVFVCqqAdz4Yz0Gd2Scix1FsRGzOO+Il5AdS6WtsjC6XXP4rqSBbGwidQerLeHf15lita4p1jRVX2MjxfS6YuezteQmasfG7x0ze2qN7KAknhtMP2Z1bZ38xjFqnFOMNcWGIplpFtfW6N+akEVamriUNaqs6d09xK0NcZlAh+WVDZL9GXrxB6te+UHgzwIfUUp9zv98D/A/KKU+r5T6PeDDwH8A4Jz7IvCPgReBXwT+na/FuMHDMtq4BmMNyadgwLrYMXSicg9LNBIG/ngP79MUBnmjG6LYEClWQ9UkAgOGewZOcqHjfHvagVv+cMXpmYSb6hwj/E0nArY0BVPhoQ1t5ZK5Z7J4WKQrb9BtBt4k+UqaIiEX+1L/qv0syPvh2oPh6DJ8gEa3RtWSDA5wTTjvKOQxOjz8hqEUVgF+BdLF0W3s/7ZSIGWz9r1gKALMFXTnuxo3uiutEOA9Dx2Foq5wjODoo0K0ZvJDx/SSiE2VI0WdKfJTy+6zDzgxfb7v6u9xv14DoK9LqdtIAKeoNurm2L37S7SWZXw6UY1jdJHo39gElJFG7DaVlYRoM7V1IMHZ1j1xVJJQlJ+61+ZWmpWKbsfnLY9OB5Z0sUScq/UI49Ug654iP7JMrsa40wnpq3vsfSNEi5q6r2B7g/zAcfhs6udA0NTp0Csf3mx7X0IhYxNseMxfCrs02vPpi42MYivDxVq6w8UioJYeLtFLXzzmKZImk8k2uywOcmYyfnn6dVyN+yyc4Ucf+3msU7BWYTJN71Bw/3jhn+0VDG/DclcxfQyOn5H5Ec8d+YGjtycGXyrmZdz79xT5gWpo3tnEsf/+hPXXapKZwDUbrxjyEyvP5sySzi1rN2vGNyV5m84svT1HOq1I5xanYfLMuvQFnlfMrvbBQu/L+xBp6kHM9mdP2XilJpnW0tIwUiR3jii2cqqtAbafYrfXqHYG6GXF5pdWMv6LlTQsf8TtUVg3n6I1od3tY7/PPj8K/OijnoQYVtVGlN5QR5VredcdCdSuwmLYHyTybIqZXGtAms+H5GUwJGX7exNp+8pVXbeRYYhcmw5KHcfSfRjCcdxDr3+lTVlwWQttNC3ywrG6QmrhWnwk342gmusP2HWIzIFiwxu9YCD9uevCR8Ldc+xE/40D8NfZ6P37a7SRGPszej9+H5PRMG1QLeSD6+Q4goO27XgFB9xQI/2qxsbtCqMe0BRhgZc/KMQ4BOZQYClFhRj5aiDJuHQmF1sONP192zj/o8mAqe2xX444Sod8bnaVWZ3yI9//M/xX/8cPQa0gs9IKLxMq3PzUMPa5nZCrtAnUIwu1Eqpo7JG+WuivTa7Cdq5f+89Ygedc1Iq0gWrZRN1546ALozdkgdhLdA8EJshOZEenNFFtcVqib5IYMzaUGxk4qNdy5lcU6fuOcV8eolBvqfsI/WIb+NN1+PO188+Y83NR+bmjBFaqDdnBUtoIFrXorCeyerBJymq3T3pSCgW1MmSJpu5FjePuHVg+/uo7+Y7HXqFwNRs6x0RLiiomey2nGDmq89JSMazwg1BcMoWBB43rHk0dhclCICaTMT8SGDgqnTjavmpo3CbV1H2B/5YbmvzUsv5KxfxCLMFLJPN648vSrGR41zC9nEmDk9sVUWE4eTynWB+RzC3RogStmT6zyWJXUw1HjR4SgCpq7NoAk2uyQ5no9XqOqqxIGt+bcPCtu+y88TUMzEPbo0T0/8K3BiZI6UQGnMFvm83RaG2cUWDsRPYNbbET0Z+R8tWdB64TleInV4iw44X/u1Pm3xTneIw9QDNfqZI2GOtwnl0GiwmNOfy1hmgusHhCdH9GDOyrRHVhXBpJhk4eITiSJjL2kV9IVAVKZ1hJhWRqM4b67DWEnENDe/TvRZ1VR8D1u+fehaACzBMccIjCggFvisFUu4IIXPgmUawE8+/2r+3KUYdriBeCjZcDLY1BelD1NcVYi0HMKn795Bn2ixErvyzZSWf85x/7U8RzRTSuUIuIdOLoPXC8+SdrmMcUWy1LSMapA3vEnQAllvds5HCRO0OtDY7OZGAz10T1JnPUQ/m7K1/RqIXG7VwIzjsondpE6IahxWaQ+I5Xjsl3PQvOsfb5hOV2TDpz6KLGpA77mxutEbfOBxSdpuCduaeMA9uKoHXnYNDHl7y7otoZ+nnh1SxTaQeqi5qosNQDjc1CcZVCr4TT33tQoQwsdjXpp4fUNuITqxEaxUjH9NKK/EiembUbFRsvr0hnzgcmimzqGL9pGNyvpVo5DisloR3HS2HVjG4ZohWYnl/V56pZVa6/VtPbL9l6YSYro1PJY7hY0X9g6B0aBnuG/MSw2BGoJjsqWO5qtj47YX4+4eBdPZKlo7dfSbexfipJ9KUlnQizKT8oqcYJqjIsHt9geWnI+HP3pRjOuGZOm36Mmi+ZXlfSQ/afo5Xg28LQh4ncYOPhIek+SBEts0arJoILScTA5VbeEei6w3bxmL1J2wgz4MEBZulym0H2MdlZQa5utyqgLcHHn3fH4DRYdsgDeM/faMWEfVx7veF8m1yDZ9h0KZ42c41gE6pV7kxPaeSCXdw6pLon3xv7Zhvxoo2go0KMZ7xqo+YzzKHAAvLL265Gfjcp28BGfp8AaTV4M+04B4ppMPhdiYTwOafBJTTa86HatpG/6MBcZ7j+3mmnJ/4cfc/TqqdIFraRag5CcovtiD9+/Qv84Nbv8O7RXaZWOhlN6h7Dm3Liw9/usfmCxsaw8aUZcWKIT3UTDARNHZsBni7aFWcL0E3TcSySRLJN2mtsun5pgXts4iHCAM35ORIks4P+TwOLddhKEFY0cvO692B+PsKtCi79k1ucPCWQR7mRM7ir2Pndwgc9LW9e+Wg9HDsq2yjSprpZzri4lQyXL0UiVOuIZyVqWYpA2mTlYUIn1b21OGCTR9TDRBprxBpdOEwvYnDfkh87xjcNldPcKLdZuhKN5qef/WnqXCCWfH8pOH/pyI8tw/tS2FL1FLMLsfDfneD1ydwxul0zvGuYX9TkRzV1D/p7Vn72LYM9y9rrBU4r6n7EydNDBnuG/r2C/KAkXhhWGxE2UZRjzdHTsUCl05piK2N8w1Du9IgKx/nfPGH8yhSbakym2P/6HtUgov/SfXoPKupcs9pJWW1G2DSiHEeYXLP3nReZXc5xiWZ6LaMaJUTzCrO7IQJ6SdwW1D3C9rYw9KLy55dd3tAEyKFb4BSqZ0Oz5MYwVu2ENqnvMhMeLh/dRr5bTpMU7OCfAZ4JwklN0ZDmDGb8cLUnSvDreCmvS3FOayx1LQ9dYL+YoB0fuOWm/XzAns/g0kFEreMYoqV6y7igJCIRXFo0XWxMwz2XMaGRHW6MpXd+dd4ev1uQ1v2Jl21UGUrmQ84hJFODMzE918gsdOGnRhTNdBxFB1IK5xCqa5vr7K7C/H0JeQUecjp138NSzl9bz8Movloym9pGgCybWF6cnOcv/9qf5x35PT59cp3dZMppldN7YEknkB9ZqoEiWThO3jGgWsUM7ijqgaMauEb/32QOtMxP07PikJO2GCqwiWzqPENI3jeZ/KDaVYDMLZE/tplrJK+D8w8RfPi7HrSBiU3l/6qvz+StZBx9JJ4l2FT0aR68P6McQXawJFqGZiGq6QilS4v2UsmSrPUQg3GeJunahCyccRDKOZFp6KVkB0tWF0dNkw4iRTItiSpHPKtIj1ZSUOXZdS6Cwd2CZCbVqp984Rn+11vfRKIiDmxJpqDYdBRjxez6gNVWQjKzFGO57tnliPlFjU1heMeRTmR8FxdE12exHXH+N+ccPZ2x8YqIvVV9xYP3K8qBQleW1YamWIuaZ6buSZvA08dT1r80Y/jqKf37Fec+XbD1wgzR4Vckc1GX1LXD9BL0ZImyjsN3xpIAN47y+jaT6ynFWDU9AUw/Jp0Y0pOaZO5IJ4YHXz9kdGMlCXCgXs/IjhwcHsPxoxdMvS0MfYjO67zFeIMRsJFqYBdRyvNRRIgmQoTsoQLti4mismMolWhUB6PQ0AD9d3ej9GaZGgxMF87oRPAgn7FJy5cPCpzBWHabXgSjF6/ORvJdWYdoRdPpKSra49B5YLt88oDtJ1N/Lqk4Ahf5wqikPe8gQxA46yFqDLIQAR9/WCAtODWbdBxyx/jarHVkqy35fDJRjRpo+EzIu3TzGuE6o06jjuYadYh+W8enH1rxhXsXnGa8bHF9kOjNxjDYMyQLS9X3NLdCEv/lSGOd5t/+lv+Hm+U237P9eW6uNnnteAsQJpbJFL0HomL44LsLYeHMXRMoBKVMIZXLiosA5UCbMwpOSsnnTc9R9+R/M7BnAgzw4xZ7OMfXN5yBOENNQWc11VBUneS8wveBvJ8fO07+yBO4vQPO/5Zh//2aC78xp7/nqNcyCQBKS7wwzbNHQ59UZ64nNEEJx25zL8KicbGW5iORwvSSxoDrlVDXTC8RnXoH9TDB9CSijxaVtEZMvFptqkjmlvP/TPPNOzf4pcUaF6IeuVJ8+0c+L9IBPU051I1YWjnSvmBO6iYW5xXZqSVZOJIJ9Pct9UBx+mRfVmKOphjz+scK1m4UTB7Lif39j1ew/qmbTK6lHLynhzJQbuacvnOd7NYR0arGphE4R3ZcoUtLMrcstzW3vrvP4qktJtcS8kNZcaSnNdG8YnyrIiqF3TO8XzO7kDQspHKomFyP6e9b4mlBfn8hsNOhj6a2NmBjzKNu/1yVsf8iN2UkKeVUJ9GnJSFrEuUbIPvJZluj0SQf/e9B272psPXHiReC19b9ztMUkr/Q5gO6BqRDs4SOgfXv6w4OHb4b2lUCvkI3ROsq8OSh4fp3GTUB367zNnLr8sJDtBuw9GD0DZKYVFadqSANdQlBEE35celG2yY/y1JpEr3hwY0RHR7/Woiew/VG3nGFKt+wugnQgyrA1q0DCxh1VPqchGrHJ9AvGxmJqv2+utdqBzVJN5+YdZ3PJHPZt+6JAYxXcHpdIql46XxfYanDKNY1712/zfOn1/hXd57nJ258mHdv3GMy7TPc0CQzKaaJl2LUlAJq0WIBR7RU1P3ghTpzyNFMjJDYdNrPMx9snEmoB/juzAMhO7tI+tRWY4dLnDiaqSKuVFORHMatWR1GXvvljLyCGL3ljmJjPGL4wl22hpeJD2bU+UCglJgz8gdBURMtDb1Dc6CotlLw0xd1x1Ak1NQ9NNegML0Y5fXqTRZRn+9jMk20tGjTJsklNxURl7JKSBaWcj0mXlhMphm+ueKlyXnurNZ51+Vf4FwU859c+CV+QL+H1bYw5k6e1j74UaQTqJXIXKz6ipMnI6G0HlgOv07Rv+cT4BqqUUQ5FGdwej0jWTrWX5pi84R475TyygYPvusxtIH1F1eYVLPcian6iuLaJtFCDLfLIvRkRb3Ww2RaoKKZYrEbszinGL4peHy0rIgOJtidHmtvrDA+RzHYk6YsujRsvlijrEMva4qdPjbVXqCvx+h2yf4f3uXcx2/yqNvbI6KHJhoJ0WP4MYlMWBtYBRG+xRktI8O2+4akqk3OYpgmg3rQysUGjNp6vrkuaUS5msnql8jgIQ/VPlTB4AYt/DMsmI5RDtBNOF6IUkNSLTB1ApbfUB/pSCh0kp6miUDa8xauf8s+CSukh4u4AmWzK+8bEqcyUDQaMQHaaeSEu+yjTnFXqCwOyWCbQrFOo1oZov2w8mkS7p2xDNcYVgvhXMJrUQHptDWQjUHzEFS4R1EhEFU59nNBC1tieMeQzCUpqxzEhSWqHKtN+MT+k9yervNPT97Jbn/KVjojSWvqPix3FOuvVmx+4hY3/1iCWUVEM83wrpVoOxcevUB+kmyVeaxwqY/Sg8he4qj7FhdLe8ImYEhEt6epA1gq4rn86GbVJMeIZppkohonXg+8ExhBuXY2AJDgwNcaxKpRp0xPHHZjjBv12fjkLewgF9ivtlIQ5cc/WhnfIcu3LqxEiz4qpJ+sLuXzQYP+TD9ZSwP1ND/OkT1YUPU1USFNyFebMdHSUI408/MZqhYROBuJRk48M8Qz0avXpeHBT1+jNBH/3b3v5vUaHotz7LedgpVVbXao6O0rNr5kcUokqm2svMEVfZvllub8c5IIzY8smy9KktQmwrbRPgF8/1vXKNcSbn/fBVTt6O/XbH/6iPT+lN7tKetfmrH73AnlWszk8R42j1lt59QbPXRlGH/uPr0HNeefWzK8XbL9hZrt39oXWeokYv6uc5hce4aOkAOUdURLifyUg8njPeq1jOz+nGRek57U0kgGD0n2H13U7O1h6B/Cy7vwgXLuTLOOwFZoClA60MuZ/YIBsq0BDVh4iJyhk8jrMBoa6KCbX6paI+2i1rg02jghiu/s0yRvfdTaaMxUrbGENjIP19CFUbpGOEToZxLIXUdXt9fT1aLXBQ3FMiSXAx1TexVM+fL2HMJPNxEcvisc90zBGHSix44DcZ3XAmav2uuVe0yrjhDGz3XGpcOa6iavG2jJs4GCfk9gSgnjRHaLSpEMtj6p77SiWrN8cOd1HPB0f4/HBofcL8asFqmoXa4gPSmZv/cS6aU5ehJjU2FQREvlAwXB6eU8lKyqCoUqZTBs6jAjg4tDJ6y2sYwuFXqhxUlXsl/DtHL+flaKaCFRfFS2Y1D3xNGYzBEv5D5WQx9YZEjLP8QgJAtLdmK8jAjUWz3U8QRXVuhV2eQsRJmvg8MHxs3vt3WCoq4uTrPZs38O7qxEFsHIOOZ3p4zemDN+bUayNwElkE1+aIgXIoImbJWEwX7Nxd6Ee4sxCZZTu+LxrUPqQbs6DLBaVAqPvhxLkVPdE2Ez4dMbWY2WUil7+njCYM8SraC/X6NLx+KSY7klFMp4WqArK7IOIPTQ2qIqQ2+vECiwtqw2PUsGKK5vkR+sfFMYSKYGVZRiJ1Lt7ZLIqq82ogaWNv0U4/sLpDNLtKoxowzlE+HFeszpY6mv//laN6fd3hbQjfP/dA0etAYvtBQMZfGNZIBpjdDDRjZE9033qa7hdq1gV0i0dmGL4ASCVozJvGEO8MZDBq9rDEM0b9PwoLb7NtS4cL7hPHXHYYVItnv8jrE3uSMybel/I1kMb3kouxzs7u9djD9E9d3GIc09UGfPM4xN4yyg6RAVjH44526yECXO5ky1bahjsO2YBucZnFnDx++OV+fzppMfCLTRYFhsLMXQ+an0OXUxjeKiJBodxkOc1imupQcsbIp1isHnc0a3DcVIs7yQc/u7HJxmKH8O978lY/MlqYxc7kpiNj2IfL7CUq+HiAKBr7wUqrBtHNFCC5ZvgMhhEvHq0VyfeRaCMmm8UFRjh9B/fXm/geSWQFPJwjK5rqlSx+gGmFSRn0ijlMGeITmVdoTlICZeOQ6fzbnweozKUpwWnRbphGWgU/Ckask7tNpQbzUsyjgfpKkzz1872VrlS1UZVBKJ8TOWSKmm5N9F0Fey0um/csDqsS3qYUI8rejtLVnt5sRzw046RY8tV2KNwfF3HvtZvtv9tWZep1PH9KpmteXIjhXrr1nJVyg5V6cVi92EqBRBscWuZudzK3RpiE9X3PnOLYb3LP0Dx8kT0t5PzZb0Jgs/JkYkobWm2h2RHC/JsoiD9wyp+4rFhYzeQUU1iKkGMb178wbaKq9uU41jov2CeqBZbmmiFfQOBa7K95eYPKbux6g8wqSayeN9slPD4MV9yksb0rD8gaLYSCivbMArX2HMv8L2tjD0IRnZLVw6G007b+DPdp0SXF8G0WQySVQwlB32S5A7CNK+AV8OeGYoDnoLN9mzTLqGGlrjHvkoKpnS8NGbyNN2nI03YM0qIPDQO9g2CmpPMe1uQU89GOqg79KVGG7GpOvMNCQTwSG719o4Kmg07UNyr2tEzxh5f70hedvQKPNOwVcQO/NwVJBYcLZzrLCKMsBDVNPu1nxvJ0EbqIXyBk2NgDLeFnWYVKGq1qbKdxCSxtpOS0WsclbOO7I8d3idb9q9yd1qg8+dXibWlq0XhfaWnxgm12LyrSnlnYGceyHR2MH7FNmRYv1VI3olFzRVH5JphNORBBO5OBgzsLjEitEvNfXYQOQE+3aKaBoxuK3JTrHewcQAACAASURBVBzJwlFnit5RTXpSNUVGADaLMYOEOpcIsBpq5uclZzC4Y0mmiuxEnFh6WhMvDNVQoIUwbiDjNnvvRYafuQlZW+rdSCBYB5H2hl3jvqIF9/eqQ6tssPrOpqyHdZTg/EF730VaHItxpCcVphdhYy0R7MaAaFGDAptHuFrGfHol4x/9wof4i3/iV/kHk6f46NoNKrWiWnOsvSwyF7OLmvzAkT+A+SVYrQtjKp771W3tPB1bIOHdzyxAKQ7e26fuyT2eXpYJeO7TBcmkoLqwTrI/RVU1Lk2kItXVpK/dx5zf4uSpFBsptl4s2P/6jNWmZud3JrgswvQS4rkkoJ1WrNZyomVCvLRsfaFguZuhayEGJF4yIpnWJPtTerEkeM0ww/VzosJw9K4hozdLdOUoNpK3jPdX294Whh4kWnDeo+uQgOzAISErHm6W056G9VWiiaCTExWgdJvU0yXS+CKV7yl7raORE+lgnao1xCYVo9PtMQs+QdgpYrGp6LQkvi1nYEyESLcxeN7BKNcmSENTDaCBbUKysynM8sY6rtrkp8k407avEf7KPM97rs4kWbs6N657fQEjd62xbSpm45YhUw3l/aigLdTxeH2Ass7o27tWNiFcmzZA4h1B57UG6gr33jtgG2idpadQemPeTZ67GOIZpJWThg7bitWm9DSNl9K8ppuD6a8t+UuXP8U/3vtDLE3Cywe7fN9jn+c+T1D3FPvfCMnEUe33iRdKqI6xJL2xsNq27K9rskPF+KYlXlqqvma1EZQTJSrWtVyIQH+thhPgaYSWOnMM7lX0v3AX0gQ77mN7CcsLfSZXRSjMeCZNMg00Y2GQhDZzG18uG3rjajtlfiHBpJB4aCZeCRsnLhzzcxGDjTFqVTK4b9BFjfPQhODqRmAU5dpn6ytBM51VchCKO7M5aJqqGMHgo0Ul8ziJwIrxt3FMsZ2RHRYNpq9KQ7GZkR2Xwr5ZWi7+huUnL/9hrl065M+Mv0yiNN/zL32aT77xDeQH0oVJtOcdvX2ZB/PzmngB1VhWllHhmu5jx8/2cBryI4c2lmQmOYmDd2ecPpECqeStrmVEhWNwt6AaxthUU440p49rrv/cA+rNAeU4YesLFcV6RLmVk+3PcYOMapTiYkU8F9mJahSJlPrSkswNqnZkx1I1a3oJ9SBGbYrTUUYa2LhIUWxmbLw4w2YxOlaY9NF59G8bQ19nrSHvRm4gD4dTcoOApj2cidRbPx8wW7/8rQO/vFsB6qGLYOwDi6TZt4sj+3PotgYM4mPmIbhHWYgmNHhzg3NDI4oUEqXQRrNn5HajzkojROFdOKsWnjoL1XDjg+GyCUQB9vDJ0Hgu4xoS0xJptoJqATsPHbWCIwsG9wyUoyXZ2Zxzx2nYGFTHedV9YaU0Y5a0bKpGrK1z/d0OVCGvUg+QjlpBhC32ksq0yfDu/s55J1CJgcqPRPLXpJqotESlsG3qnqIYa9517j7Pz69ztBrwxPCAb754k0/tP8FiO5bAIDdEF+eUD/oM3wRdK6ZXoVyXGo70QFNsSdn8yRMaXWt0KfM0WTiiE4lm46U8qCaVatUw10MAUPdkPs/PJ6w2r7ZSwN6JZieWbGLP5EDihUxISdZqbKJYbcaYVJ2Zk1Ep/PCg1Di8X0tbut2EG//aDhsvC09dH02pL2w0UXnoUxvGV6QNOhM1vFefjeKlar2D+QcYyIHLE1yisXmMKgxECrT0WdW1k5x+oqF2AvNUhvxghY01/btL5pf7VAPN5V/QrP/VJS9XMe9OHP/e9q/zz5JvJDu1pBNF78BiY1h/vcDGmmwas1rXJHOpfq0G8plyrBjdrtGVY3YxIZk7dGlZbcWsv15TjjSrDY3LoYylNmf0eoXdTDl6JqZ/39G/77B5Sj2ISWY1uqjJ951ffWXossbmESbRTB7LyY8s2UlNsR6TTAqK7R7JrACtiA4m6CSmesc2k8d7DO5VwkA6XKBqS3oqjjw5nIPrk+0vedTtbWPogcZQN5h3sBMWtAmtAv1rnuPeRH3QtM1r2tSp1jhI8qs1suFzjWJml1qI/B8vJLfSzQMELrztGD85mI/OvUhacCDxqoWBdNni/XA2km6Ktfz1h+RvOL+waQOuUo0cgOnCTt6Ihu8CmirSwFIKY9yFe84kSumMaWD6pB3BsA70JZxwmsKvRrOmhuxIIlfTEz2aqGyvs+kW5h4aczrXgoiyhQRzYA11ufYoWT0FZ6gLcTbxQqLQZG6pM81qU5FOtWjfDLWwR0rHm9N1JmXOh899mc+eXOH962/yq7/3Tnb8qlIvIlbVAF0qTt5pcT3D8OWU/ED2P31KES8kum/bGQp7o+6rxoHGC8HB48IRFY786CF8DhEZ06VotwfDaNOo4a8Lp1xjMqHZzdeSlpxAmHOilWOTVrLbxiLDGxUGvTLc/KN9bCL3J50IfTk9qASq8d9NYNLgu0o1qzqfdwgyCV8Bsw/nC3zFFUD65jH17hgzTKn7EfHCeDkEg8kSTKKJrMWlEbYXo5c1Jo8gUkQrS7ERMb+gWXOaXzj9AN+4+3nWXEX1kVP4p2vYFI6fEYc7vdojmUmHLl1CuabQpfQICM7UpNpXxtbML8SUw5TRnYrZxYT+g5rx6wsO3jtgsaHY+qJh+viQ/v2SKz99g+m3Pkb2ZsXi6oDppVi4+suUeG7I78xwiUT2p4+nUki1cJw+A7vPR2RHFcfPjth84RgzyokfTDG765gskhaLRORvHGDWh9TjnPhkRXQ0pzo3Ri8rqrWEaPXWefTVtreNoVfW2yrXMbre4AftjCBsFi+FE9zorfiH33TwbJND6FwU1Bdt1hroZNZ+FwJF0mXxuEggiqgEl3Si8w4M1BT/uDbpeybJ2Mk3NIJinkbXJC5N0DrhbO/WDkbe3awKUX1b5dowbAJFLzidQA3tVL42cgO6ZegERUmgpZ0G3L5Dr+xCKsrQwGsAtc9lNJG9h3a0EaNT9yDSNL1lQwFWNy8SJCLipVAkoxJUyK/E+DZ2ch51Lp+rhmdhsuFdS+k1S5hI673BnkTTzvPno5VltRVxdXTC+XzCp4+vcXVwzK3lJuMXE6LSSuehVxS7z8+ohhIdTK6n2MRx/J0r1J2c3c9Y1j9zn+LaJrOLKYvzuuFmN0HBUqJI5aD0Er261M2qM7CDXJR4SNLf6Gb+h5WuGOGmqtqC6RSlOSWVv7qCdG4ZvjYjOp1jhzn3v22T2fWYax8vGN2E4Z2a3t055VZPOORrMWlPlCWxHaqkczilG8eDaStgvxrjQ3XuZ/fvZisr6n5CMimIj5e4LMKmYtCz2juPcIzIK2AaR7SocUrx4P0J1djxpeevUb9fs7/12/RVxL//7K/xP//Wn8DGolGfngqMU6556YOFpXcotRNVv2UwLTe1BFZDjdMwvFsTLQ1REZOcVtz50LAJkPa/QbPxIsSnS+zlHQZvznFakVeWdFJTDWL6b06pNns4XyS23El8sOVYe22FTXJZUezVbH52LhXCN/Zxgx4mi1jtZmTHFRsvnODSRN6/fwpaQxKLNtEgpXd7hp7+/y2i78AkjhYqCJMcwOpgHFTTgzNEo1hvSDwbwWYtCyQY5XjRwjggBiLAPo1sQccAB9w8SCkEbrmyD8ElHptPfGTZlPhH7WeD4+quJkKdQDfi1qV3VnXLvX84onex6NoAqEwcVt2TYyU+4WRC9IuXaFi0q4qQsA2GtVsXEBxWUH9UiMHNTmi7EPn7ERQAQwWvjfz4B1grFSPdhXdCcjowZBphs45DjFeyf+QrG4uNtiGNMLDks119npC3iFaIWNSpY34hZnpZkx+JAYwKx2pTE8dQ9SOmVzXvG9/mn7z5Hn7w2u/yE5/+Dv63D/0Un5t/ncgaH1kxnKsaxinz8wnVUHH5525Rjq+y+9mSw2dT7v61XYavxlz9uTtsLVc4Y6EoYHeL5RNblGsxq3UPn3kKnTKuaYYjxlwSn7pSLXT3EONKOdU6W2SOJHNHf78kvTtBzZfgHPbwCLU2Zv4N17n7r49JJopLv75gsJeRfvY11vSTrDZj+mVNdn+GLnqsdjLUqsRtDtDGQG1FeVJJdO9iDbVF17Z9Jn0+7S2PsnVtJK8egnsA18/J9mbYNMb1EvS8EBgn1swv9khPapQTWV/lm6gLxVqSt7vPl9T9iKi0vOND+zwwmouR5S+M3+RvXrbk+1IVa1Lo3xf10mQuEbyeyMDGK8fkmmb7izWTK7E0Eq+gf2BYbsccPZuw+VJFuZFy/rkVJo84eTIRXn4CJ+9eJzs1np5sye5NULMlWRzh4oh0VaFWBbP3XEBZWH9NiqIm13OyE4s20m0qTbQsyUe7soJyMHxVHm61KnDDnlQYr/WleGt/QrxYMX92V2C5jR689tZ78JW2t4eh5+zEbjBq2uWoycTA4wRzVLVDo6hzGnla0RmR/RqqnoclmghStceOfEFRkCGAFn5wEUQz2qRj2p5nUKWMlz5aVuI4AhTRZbA0TJsa8I4gWYAN0rpd5ol3XLoGtWydVMD/g1NxUSvkVo7bfYJTanjsfjyrYXu9KsAnHkYKUbqJWmZR43g8PTSoeoZoFdeungJVM+gIvYXnjod3rOD0AYsPukDSLKJ1graTFC42VRPN20jGL9BVw71MT0RNUHrWOmHJHFl6R4b8WLHY1WSnjnhhpGCqFvmD+aWUj919Fxv5kudPr/Edz36Z/+ned5KdSheqZOYY3VigJwvifkK8ihm9aXHLJf09x2InZuf3Vlz65SnLa+scfPtFtn/lDdx8jt7ZglVJ/4v36BUlo8u7KGNQtcUMM6JZIXrsgwybR2RvHGB21hod9vTGA+rLW6hCaHdqthR2zJ370m/22mXUssAtxbirJIE8wz44pP6mZzl5IiedOZ76X/ZRZYXrZYJ9ZxnRoiaNFTZLcFmEMo78QYEd94VtYy3KWpzz2HpliIxtag+E329xkQbf+q6958Fjh8jftZh/pHxlsILaYLb7xCcr0cJJY9SyIpkYTB5JO0IQI28cNhf9mniyolxPRfHx/oJfeeMZpnXOT135dTSK97zvDQ7/x+uN/EPoRDe/oOk9cKw8L96kio0vG+bnIoZ3DfHKMr0UMzsfkR87ik148N7EP8MxvQNHtHQcvlsc8c7nHMVaRDqxxDNDcXFM/kaFiyNWV9eJ5zWnT+6QLC0mUyx2UxEWXFlCAVv+oOT08ZzeoSE9KVFGIAB9Osf1cw6/9TwbL83QixIsuH6K2RriIs38XEw6swxP/mAbj/x/snVhhUAHbKMg6BZeKCsMhGCEQ+u8biWli8/+NHCLdyTaiJHWtW/w4Y1avJK/JXEjBi1UowYH0BjWrI2IQxFTw5DxzqBRWkT2C3K+b+HO+83krmk+YbL23LtNR+K5a5qkdCWFA3vozHJZtecBLYxjY8/o6axkwucFcmlXIuFhDdW7AJnv/6nLTgUv7XmGIjVovzv2OZR4QaM5ZCOaghfro9xm7MJqwzOM0mnr8MI9CZIWcj9EjKsYaxZbEYtdTe9AHjabaqKlwWaKuqcxKbxn6y610zw93OOwGPCnz/0W6dQI/fCy5u63jzj+hvOYXszg9pLhjRmUFWuvLll/eYZTiumzmxItVg67tY4aDcVgGoMb9GBzjVd+eMTt79qEB8dEr9yG2/e59Uc3qf7bE39TpJvQ639F8doPZdjNEfH+hOj+IfPrQ/Z+LJFiHaVRacrJB3ZYPn0Oogg1HMgqwjlUv4/JIsY3Sta+eEx1YUx1aRObp1Kiv1iiK0Pv9SNc4nMVi5LTJ3s4rcXYhOfMOGF8eChH17YDqWiCBo6qfUcp1fLvwzPaaOE4wDqc1rjMM3sqK9FqFoNzmFFGerjwbBwt12PE8ehCcPrlpRGn1xN6t+egNdknRkyrjMr3Nfq5Jz9OOqnp71XEhaN3bMiPLdmJa1Z92kOlq03pS3D6RMTsQtys1tOZoXdf2gUWm471Vw3VQHoFX/jNmkufqLExHD2rmJ+LWJ7PKMcx5ZUNiivrAtVUhmRpiVaOdCq6N7pyZKeG9LSmf3eFTTSbvzchmcm1Fds5dT/h4EOXqTcHvlpX45IIO0xZnkuZX+4R70/Y/eWbDO5KovlRt7dHRN8xojioRkq6sqwcaJFB0LW/WZFqoQZa46cMjWRvtOoYLr81DasDBFT7lal3KpFvURe02oPIWEhuNnIBPnJ9OIEJLbwQ7Ha3AjecQzhemHRNRaiP/kPlZMDBo6p1CiH5WHj6nq7aJKULqyEnTJVwLUHbPuQMgkqoi4R2V/dUw5oJVM5QAQx4lkxHV8WIE6z7vnJ0IrhyuabOJpY7OHVwhI3Gi0+SK686iuJMW8RwjEZ+1ztVW7cYvww4Z5wkyHvaiHSwXojeNwrKoaY6HzUiZfW75lzLD/mVV57h1vAYgE9MnyHkafJDJ/okt5bEDybU59Yodvr0lucptlKSWUR2f0a2J8070mPF8tqIrJ8Q3zmEOAZr4eCYZ/7WCqzFTqeoPAOtuPqxY/j4AHXnTeoHD4gmU5748ceIX30dNRrgpnPUoMfg1Qn9H7gJxqB2tnGTko3fuI3rZbBcQZKgshTKCnduS0TJpgVUNfHhEmJNuSXL3CyOBRod5OhFxfLKiNVWRO/AoBcFZq0HkcLp39+ABAqlQHC6mScuUr6vLOLswmYtSmsJKytQZSVKlVnknaJDxfJ5XQidsKFqJqL+mMSaYitj53NzDv7QmM0vLLjwyRPO/7kpf//0KT66/iorV/PGH0+4+kuGOhfIRjnoHRnqTDO7pJv5uNp11L2IYsOx9rr1gaYoeoZr7N+FyWMR8Ux6D9s4ohoGSWYJNqM96QW72kpRVhLtq90ei21h+SQLi00UxThieMcQLWvmV3r+u/pEhcVmmmRSU41ieoc1d7+9z8VPCtOmHmeoyjK8uUAvSszWkLiqRZZ5/ugdpr6mS1BK5Uqp31FKvaCU+qJS6r/xrz+mlHpOKfWKUup/V0ql/vXM//2qf//6o5xIKOFvkpGds1OubWsWGCHWJ0hVLWwLaI1KUxTU+QHOVMY2WKiiKYxqcgO6hUa6SdFQ5BTgncDvDoYrGLfGyHVYEd3XAyMi8Nqbc1Pt/w0W7g1boIc2bJwO+6WBaTrf0zWAXUcR2DKS1+jg37Tf33w+sGK6DBlaZ9rV8Q+rC/x1R0FoKzQ+8XBQ839nxXDmu+hAQl3YC2kWEVYUD+cwQn2C6bUXHnkZgMW2phwpr/Qp8q86stwr17D7OV83vENRxzyWPZAHLxEJ42QO975twMEHz+NiRe/mCS6JmF2MOL2esrg6ZvbkGosLOVIQJIVArq4lIl2VEtmvCjAGvbONWl+DczvYF15C3TvALRbo9z4LWUZ8OBOj7RwqTcBY1O17RJcuoDc2mggereDoBNIE/He52mD7CfUgolrPsWt96vWcei1juZ1gcg1b65hBgj6ZgYbldoxTinzfQ0CBSeONXpc10zw7AaI5g8O3EXzgwAcxtPYA/nhaflfOYZOohYBqifDjuY/A/HkAuF5KaG8YzUu2PztlcTFnfn3Ic3vXeG21g3GOhIgPfODVxlibVFGMNKu1qJmz0Uoki6VtIBK9H9VES0u0kp/BfcPwniEqhItvcijWpQWlsrLKT0/l2sqxptiIiZaWfL8gXhnipWkIIKHBTX5icLHy9UIC41Qj6bRV94RNJdLPlngO1SjBDBLKsV8BLSvMIKXYymQFWFlZDT3i9iifLICPOOdmSqkE+JRS6uPAfwj8mHPuZ5RSPwn8JeDv+v+PnXNPKqV+CPjvgT/1tb5ESr4l6SqttVqD47Ty2t6hvZqD2FPQMjH0gQfeNPnwkXBgawRjVA28bnqIKr0RaYqOfMIvJF+roadt6hbLb7RoOhFzV5CrziXyjWctrt2VTAiMlQBRmKRdWQRFzBCxh2sJEEndR8bGO6aghx4i40b2oW7ZKg3VNGpXNPGKpiE3+MKvkPj2yeaH9XcSfz0i/uYox0rkKZyMTbyQh6BxTB6GqftybcmsM77eAVQDeb2Bu1ybTA88+dD0pBzLCYaVVmBXBSXQqJKiqDDWs4sR6dQ1+je9A7lYbRxb4zkvHF3i6ffeoq8LjpZ9Pju7SlQYXAS9ByWD2waTxxQbCUfP5My+K2f9ZTmP1bbj6L0alzg2Lp1wb9Jna+OUB29u8M6/meOmMzHKWYaKNM45KEtUHKOMJb58SQzeeIS7fwhaoaZzXG1Qtb8p1qJ6PShKVKShrlFKyd9JN7NvQSvufHjE/LEaVca4XINVZHsx5YYhmcY8fjvn3jf3iN5/mY0vV2x95kCKpIwThodx6KJqNeOdAy1Sw8LGsd54BwvMmaBEWSl6DBr14B15IpG7LkXjxvVz4cl7aKdh9SiFrq1INRiHHcREswKUInpwih7vCJSRRgxvztn7xjH84jbzP3uH26bip4+/mb9w4VP89QvvYHhPIJcgT54dS6AQ5ki5Jg1qhvcss8sp8VK07OuBEkdwbOgdSuK06kdkE8v8gmb3dwtWmzEoxfy8xiSK5Zamd6Do3S2ZPzYiO6xYe6Og2EhQxpGcVkTLCtNPkQ5XApH1765EZG9pSY9X2Czm9Ik+539rwmpHWDhOK5KjBU5rZtf6KAun33SZZG7P1Nd8re1rGnrnnANm/s/E/zjgI8C/4V//B8B/jRj67/O/A/ws8HeUUsof56t/TydJ2midhyYEDsn2N9GvOusIQtKyUxkaDKKuQS998Y3zOK9p2RuBL25SmcMBh1Y1LHcdyURRDzyjw0tBB1ikEfXy5xw45Y3BH9I0G4lK7ySCA/LwSLzsyAVELcTU1cUJxgza6N15hxCMXHccAzc95BC6lb7K0bBtTApR3eLdDeUvqEp27olTokoZrrlcUwQ5CRfumXckSgkURt5xWMqznjrMpagA6ymZBMimk+9oZBU6hVhBBfOM7pBxogtjJYov1hTZqWPtjZrFbtTUAix2hetcDeB41ufJnQPmVconjt/BlfExdxbruFikbes8ondvQgRktwzDUY+d35Wk4dooI7mxB70cszGgHg0YbCRU/S02hwqXpXDqcPOFQCo9WX6obiTc3DBvELWWiN05iKRitNm6vz+0X9hUkrDximF4W6QbsgcrgUCsRR+cUl/aQt0/5Oov1GK050tIYlwUYcYZ8ckSR9RG0+FcnWtWvnIuIohwhvapOtG7373pPgWC71vrIZ8IVVRgLNG8wGWJXF+4RI0kqtdy9KqSVcKygKIkWtbo6UoQoN0RO5+dixH/4Zq/d/htvDQ5z3+2/TyTb12S/99Z81zWfZ/v0oqn//RL/OTVXyRTCZUz/NpqzN/4T38YkyoGe4bVZiTdyGrH4OaM1bk+1Shi8+WK3oFmuZ0QVU6ak5SOaqhYf71itR5RbvclSAWqQUz+oCQ5mDF7xwaolOErpyyujcV2rCyzKzkmVSRLh70yoH9nKfmD3R7pacXsSs7g9oqjD2ySTi3DN5fSbvDygLqnyU4eHbp5pNhfKRUBzwNPAj+OkHpOnHOBsX8buOR/vwS8CeCcq5VSp8AWcPDQMT8KfBQgHWw02HETfQbYxE8m63F6iWZVm4D00VtXftjk3tAEOCRq5QVsJAY/6hQyudgbcd02EdZGZE9tKrzcgLfrGsoRLWfcR/MNXa5T5KQMNHCnag13gHSC/k4w2N1ItZEe8JF/MuusIM4MZOd3x1vgImU7UJH/jI0kko68FMRbjLqHaprfY5ECEAy2dQxRGR6gh2QVAnTk2mNFHW15XYHyTjp0BwsVwwGPLzZElCo40sbRhVyFX4EETaMosDuUX22MFOVIDHu8kvfqTKoi46XjWy7fYG5SrvaPKWzMbj7l1ekO8ckKLomRcHnC3gc3yE7F2I1fm6GKkvjePvbCLvrwBB1HxBaUcwzfKHBKYfsZ6so5bD9FL6VkV9UWV9USFRvTGjalzt5C54T1Eox7iIyjh1DWh/qFukGP8fN3wVjB72Mx2moyx5UV8d0jyRssPc6ZxLjpDG0t9bp3RMEYW0SiQ05IfkICNvDsIzqVs67xO9JvtuXb28Sft0VgvcpQbQ1IHsxwUQQhmdtcr3R3KtcT0iOHTWPiskLF0pSEOMLmPoHbEymCjz33Pv7L7/x5/sa5z3CrLvnMh36c793+M1wenVBbzW4+Y2kSfvf+ZRJt+P6Xf1DqJuYbZJFARS5SrDYj+nsV2VFBsZWz/01rpFPH9hdEKnl6RR7g0CjeZIoLvzmlGqf0DiR5Gq0sy92U3kGJyTTu/IioELnn+eNrFGuaaqAYuCBGF3PhtwvqnmjSj29VRAvRNxrcXrE8lzF+Y8XksRxlcpJ5TTI1JNMS0/+DhW5wzhngfUqpdeDngWe/0sf8/+r3ea97zJ8Cfgqgv3PFBaqhrhBjaWW3oGnTlTewAQpBys1dpHCh2rR26Fq1RUIhuk3FMAU6pjYe8jEiJqb9PAvUPafA9GmEvwJXvzFMtKsH68+tMf4dfnrIO0DHMan23FRNo/QYesE21aL+c4HnH5LNrhPguZDTcJ2I2kfXgc8fEquhUYcK0XSnaUVwlt3cgqppqiJNLquout9W+wY9+jP1At3f/VjqDhSFpml20s01hM+37SHVGWopeMjHSzc0vQBqqH2CPhxPl15/fG59HwPVMIeMl8+4MdvkZJnT26nYW47oxyU7+Yzb4/PyGaVYXhqxOK8o1iWXMb0yZnhnyOavL3DA/e99jFCwNr5RwmtvSmyRJqg8R1WDNoJ3DpIYm2mUMW2y0vrlWZYKBTFw1asaVdWilGjMWyJ4V56N5tzdPV+R5iPuyVS+78IuxBr70mvw7idZXBmgC0exHrHxwhHMlyIuBsLpjuX8QlQe4BV05yG2FoVuWDYNPh/yLe1D7q8HlOfiO8+HB9BFhe0lYGhXEkAyKXEqFacI2LU++nSBWhTUOyOSeydU61tNIVeEZAAAIABJREFUYde531C89MGL/Fp8zF/+5Ef5+e/4Ce7c2eTZd++xNAn3lyM5jlNMqwzN/0vdm8fclqVnfb+11h7O+M13vnXrVnVNXd1drh48NAZMjDHYgLBEOwGcAJGskMSCEDKQSJFQpPBHBguR/IFCZDEEBLIhsQ3BwSbdpt1u2t1td1HVU3WNdx6+8Xxn2uNa+eNda+19b93qrpaCVNnSUd063zln77PP3u/7rud93udxHJZjnt7Yp7aGY2C4LyJqBy9kpIuU4YEI39UjRTVJGBwLe2t6oxGt/LVjckcCsi5b6mlGNms4fiZneqOhniTk+wX1RoYpW6qNhOU5w/RGw+AQ2qGYr4zuOYqdFKcF91+dSRjdE6/deiPj3vdrsuMRu99ohFXWGNJ5LQJw30Uz9rti3TjnTpRSvw78ALCllEp8VX8ZuO1fdhN4DLiplEqATeDo232ucjKm7LSKImJRlGztekMkEgVV0wtk3lrQVOIeVOwp8mP/Xh+kY/DzHPE+Hz3qrKRdgAtQgX4IwgjQRtDIUS3g4ZegMqltF1j7+2jTjq3SN9luB536ZYAYAiSlW0k2wwPHek9MEUK/wOGTU6i8A1to3QXAAF2FYNkO5FjSedeTCNV+aNL2Rb/igJXpehCJXymFlUZ4b6xQbbdfmVJ0FHuKpIRmKt8xUFdDcnzAplF1CU/3Jn7DSkc3kljDMWUzR7mj4u9tCrFrK3Y0bdXXQpJm2mjfMnvCsFqMmd+fsHnxTT772lN8/InrHJZjscHTUpnOHwveqpAuZXXXDBSuKNHLNXsvpTSTjONnM+58Mud88iyDt49F3VBr1OlSgrQPYq61BLEwqloyYJLg1gUqy1BJ4rEsaWY6kMDtFSadc/J5ESsHtBF8fzREKUVz9RxHHxyDgtG+CGaN3jxGTSc0g5T1jsFUcq+dPr9NfjQlPS6wQ8GTaWzE6INqplNKKm+/lrQ98TPgAawdkAarb6Y6E2ib/jWpETtBr53jjPaJg8j2UVWDchkuNZhlhaoayDPUYoVe1bQ7E/Lbp9R7E5R1rM5qvnx4hT+7/Xm+9aN/kzttDVbx2uwMW/maSVqyv55wfmPOos4p24SP71xnZTNapyg3FW1qKHa1UKoHCtCM71mqsWZ41LA8m3DuC6fMnxh3fS+tmD23weGHxPBEnzds3GioJ4Zs1lBvZBS7KYPDGtXC/AkYHQiurxzk65bBsSabNZQ7CS5RDE5a0tOKdpyR76/Ij3LO/1ZBdvuUZneMOS1pdoekB+99KhZ4T6ybM76SRyk1BH4E+AbwGeBT/mV/Bvgl/+9f9v+P//un3ws+3wzEDiyaevvnq03lg6pfmmvVCXT1tnqsaIcSxAJEYg2dZnmATXywDth2mCJ9APKQ37nT0oFuAlMJxTFU2KYUKCeKndFBLw82quS5ENCCfkwIZn1MHohSxtmMOHQVdOBDszauHHpVVGCfhIsxDFSBBPZmKM8BkeOvK7+Ph1YbwXc3NHiDgXpIDqFhHSCYvjNVOLYA3US9oTCMVXs4KtBdfSIObJrEz0YEWCdw8OuJHK/xtoLVlsBJpnAxSa53Zcxdt1LBt5mi3JQbt83lOnvh7B12Lsz4yOgm42nBixs3OVqPhDmjASt+oaGocArqiSNbOshS3HyBefM2+dducOEX3+KJn3uD4ddui155gDsexta1x72NgTSBJJHm7HAgy7RG8HPaVip5H/BJkkd/Th/vL0swhuTmIWf/77c483+9weTL1xm9fih/39qIFXKE70ZaEuqqFLZQ4imQ4dj994g69B5r135KNkol9MTP0ApdNfI3rYSL38Ps9bL0MI5GFZX0XQaJ+MqmwsBxWeKxf2S1riVxuEEurx0koDXlTsp6N+HMvy64+/9c5vPrJ0mV4Uoy4b//oZ/n/umEN493ePt0hyqKU/nrqNfY2nirotgRLaTdr1nGtwQl2H9Rs/F2wfHTKc7A6VMTmoH2/rOW/KAUueGvOUkQueLgw6kQAhzU08SzBKVBfeHzLettTTNUjG8VOK0Y3i9pxobpa6fUY2Hv7H9sglmU7H9ii0ufntMMDapuaEYJGIUu5fpox48IhO+yfcdAD1wAPqOUehn4EvBrzrl/Cvxl4C8ppV5HMPif86//OWDXP/+XgP/qO+0gBF7VdGyMsCwMzkjCdgnB/l0+J0gHuC5AyBu6ABagjlAhmh518eGtL6wGRKvBarMLljhER/xUJFH7Q0WBnx716PPu2JNVpwTZ9SL863wwtYlATdWWBK1s1gXTsMoI1nzheAPckc7lNUGu2PrE0teTdx6rD7r2keNuulVFpJfarqI2PtAq22tS9+Cp8J0E2vKWeKaDciKm3x/a8udX+ZVAPX3wOINERLrAG3J3cJA0aVWktIEwLECgvHTlfJNWS3Nu7Eh1y3Kd888PP8Qzu/uULmEjL4Sf7GHsC//ykJ1vOMY3u0ZjdtqDXYxBaY1rWgnGSuHmS6m4H9FAVT7IqyQRaCfPZeJ1awP3+EXcY+ewT17EXb0I588Ia8c6mYANmzFSxRv/CLj5eIxrGlxd49Zrmqcucv2nnmT1zC72jbcjdh5WUfncsvFWQXZvKUE0ESgG6yv08N8Q5DUoa+MQU0wGPiDHxm0jTkwBhur8ZJVfHRqhgW4NsRsjsd+bprjMi6p5U3FdWQn6qZH/JhqMJr03Ew76OGN0a4WpHQcfGbDxtuXnb3+CO82CmV3zb09mFMuMcV6RmpZ1ndJYjVYOpRwn9Yh1m7JscsqdFJeIJtHsSc36jExGX/xsxd3vH5IfO9/r8T63c8vynOHu7xpz8oGEaqwY33aM71rOf7HAGjj8YIbTkJ+2VFNDuWEY7BfYFKbXKxaXB+jWUk9TbKKod4bMnkipthKKPcXyiSnbr0tDPV02zF84y/D1fdpJTj1JseMBuvz/UNTMOfcy8NFHPP8m8H2PeL4AfvI9H0F4Xw+ucBC1H2yqYsdct96tps/PDV9kLQp1NhOVuHrsYSCPxYemaxDNak0vkPn+gPL7D/i0frjKlx5QnD5VTYA3VKfB7gONKcE1QN5VsUEwrM27DBv9V3N55Cdds1f1qv1m3OH//QTWnyANDTBdSyBsRn5F0A/CSoKr9Xh3mBSMuH4fDuqtHoJchK5A145qU0V6Z/gekZLpuhVFFCLrBewIqSnfKwgMKJ9skiJU6H762cN6Lu1gtxDgm4FovqjWN9y9uUybK5bnFPUENq5Z0TtJvGfwk0ueHt3nra1d/sjev+aV1WM8ke/z2eYpmq2UpLDC525atr+8z07TCnumrgVyAanGswyXp1LFN63QHxPzAFwTt1D1KoWranld+PsgR928B3WDHg1xZYUaDUEJJEOeCYOHkCxUBweFzwhDScbggOTr17hybYSdnaLP7OHmSxLnOPO5pVT2ZeVpjo1M8Dr8FKw/9kRDbX2/SiqAOEj18GpCK8H3+9+3x8knkWanrEJbzNKJ9EGiGb+6T7szIfQDnFZoJxBSs5VjUyM4+LqW5jZglqVISRwsSBdDRvuiH3SwGvH54iI/MrrHwhb88Y98hV969QWGwwqjLYOkQfubpHEa7RTjpKTNpPlvU9h8TWJJupIhqvzEsfWtFfe+fxzvtzZV1BOFWcPmW7XAMIcF5U7Ove8dsPVay2hfCotmaBgctThjWF0csnGtoRkZih2FcjnpQqZlddly5neWNNOU6XWNTRQnTw7YfFtRbqVM3pqz/NA58sOSwdszmaF4lD/Au2zvj8lYiBzq1khmNSXo0qG9bkadIwE1ERlaaUz4H20owzDltryvTf3kaAg+vsFII3TC2CTtNZic6Rqxynlhrx43vi81gALabmUQqteASydFFzyDfG8z7rr1puxgn74Qmq6h2IPBgacyVt1nAFFALBxvv4EK8t/82InxwqqXEH2lHmYNGt9kDjCJKXr8fAWJT4wxWPuAH+SCm7HqhtUaHlgBhMAfMXfrK/DM8+URrr1B3ltPZR/ltiSlAAO1AxV1cZxR3YSvn5gMiqYMBJoxlfNwjUwsDg9Evz1ZC2/59PGEdCFOPs+c3+dX736Q3DT8y5PneHO+y8hUXHv1PDs7GuVglGkJgnkqp89aVJbidjM4PIHpGHd4AvkWbrHsqnPrIDG44xMJulWN3tx4oKGqBp4VU9W4omD5scu0H96N94Iwsizjr92VYauQXJyFPJebvKoFt25b2U9iUE0rv7lPFK4o0GMJ9mo8xg0y6RukMrWr1qU0cJtWruFagrxLdOcEleg4/Rq3fkB/qOiKmLz/t27bromrFHacyySsb2JG7N4oVOWkSlVK+PiNZ7IATmv03ON3WqPXDc2ZKaqx1KOEdAmzb+7y8pXH+D3DO+zqIX9i+7c4emLMb7z1AaaTNY3VLKqcsjW8Pd9hMyu4Mj5ieq0kXWWsd7UUlUqmYHXt2Pn6imaacuE35xx+eIJNYXKnZvelJc00J7t5RPXYLutzQ6oNcbdSVlg26VpRD0Vyo8kV68ua6U1FsrboSvxzj58Zsv2tNauLAybXVoLvLyzZSQMk2FQzvFegViXjry/l/C7XtJsj9On/39Qr6TBnl0mw6jMxmpHykq4OpfyQTqwg5UKzqYqwRDvogmOsTkE8P60f4PHZOTgjpcsANfjgWtKV3VaSZ1wheE68M502fYAjAjQRplatTyDJygfBXvOzL20cqI667AKxCiye0ENw8kUC20W3nSyB3Kid9oskwl4FjTfw8GqWYf/hWAcHTiCiuqNPRrMUJ8edLJwEeQ+jxOEv1zF4Yv9E0TVoEYpqGB5LCmKF30+k9BIW9CAv4//Wk73AB//QgAVox2BOIa0EZy+3tfzeXhTLKXEZ+uDGXbRyvHJykQ+M9lm2Galq0WuNqWWARVUWNxBpAdVaCYbGSXA+swNv3UBdOg+zuTRTBwPwY/5uvoAzu3B0Is8rBdpPzFqHMhY3X8vfkoTJy3dwadKtDABXVri6Qo3HkhRAPsPrxpP65WU4tmUDoyH2xh30xgZutZaGbl2jphNJRmpb2DpVjRoN5H3eNhAQbLxquoCfGvlOVhLdI6URQh8BHllhutTEezTy8wESkQWmSTpmj1Ix8CvnMEVDMx6IGXfrcEkmDlWztTCSEk1WtWy+5dBlS3aa8dkXn+K/2XuZU1vwYjbgD+68wqe/8Sx6CmdHc7566yIoxxNnjkh0y7rNMKuKZGmYrC35YcHhRyZsf2PO7OkJ88dGTG823P2BKaN9S9sqiu0Em05wSnH83CXqsWJyx5Ift6gNQzXVjJYtunY02zJwplrnNbUkEYwOWlbnc0b7LTbTDA5r1ueHDO6XmHUtYnLrXGYNjKHdGpHcOhSocGOCPl1jJ8N3nO93294Xgb4/9h9phrwzwDml3tHofIC77Sv0UE2HYajYEPU6NeADZdU1QQOubhOi7krE9kPV/FDT06ZEs5PwXDjW0FtwiSeiKHA9No5q5XNDIggrkNgz8vsO9MVYMfvvHimQrmvianyTt+gSjTP4aWOflIKGjD/edzx847VvmRiE2qqNzq82Cqf17+1wvhTdUslvMfkGKKzXHI/MnbCFJKG6xBmhhR7dMhyb85zu8Bt1UgqO4aFIHthEtH3KXcON9TbWKWblgJdOL3NjviWm4LcU6VJG33VjscMUHapp5bHw1lJvD8mON3H3D1CTiUy3joeQGNRihRqPhM++u42dDjD3TqSib4QqKRIJFoxGkUrAXSyxXioBrWUVkAwlMJelJJPhAJTuTm0QEFNKPrtu0I9dlOB8/wA12ZBqf77EffAJ1MkyYvpyAm0HwwTZ4QC5JAbnB7hUaC4/YlMC+3fX5kObM6qbloX4OU4pOe4sjc+71MiwXgj2desbsrr7DK0kMbXC+VelOIip2pKsWyqrudms2fJJ6cX8NuYoZTYYcng0wdzOUVeXGG1prKFxWnoKWpGsxfhl+1sFqrEMDxtMZWiGIo4X0AHdOIotQ1J6eDGBxSXN1utWSCE5WJORzy2jw5Z6pKWyHyjqkawWpDCU+aB6nMgKYN7IsNgowxQNZl1LQTTQmGWFaxrUcCBzGm0rzev3uL0vAn2gOIYAFEbenYJmoiLMIg1F5yETiSiRmRFgh5Ujm0ll63rNvOj9mnbQSlBqdJoHnJ9CEokBMQwq1V0gDgkmVLwxALleomq6ZmOQT1ZBXC0wSXzjuNogfpfI9AgDRr4Ba0qBgFSvsg2snaiq6Z9/WPumGXSVtE1B+UYuHkYtdxRBFiJZvvOmbYYC6SSF14gPsSKscppecgmN5dDIVQHbJ+rw58eO0q8ggnRFuBZAPqcZQeKxeOUhmbjqsoKlhuSvW0e6kpuwTZXY8wHlVLHeSfxwl2JxteH84JS9dME0KZmmBWfzBbvZgrePn6HNFcW2ZngP0aIHgi57kPFNj1YsPnZZEsmtBfpozvxDuxy8YFDNLs3EcfZL0rgb3C8pXriIbhxm7cf+PbWw2srQlcXUFlqpYHFiQ9cYTTNOSNYNbW7IjgqaYQrO0Y4SmpHc5G2msQaOP6gY34RiV7H9WsvmFwpoWtwgp37+sphtzxbCAEmMYPQ+iIttIJiqfbDq1gjH/VGTuWHradI8EjO2Ar/G13lBsJg8rEXPClyaYDdHsi8fpJ2S4OsSJWqbRY1eVdhxjl4KU0gZS7oQ3vriUspOUvPXD34f/+P53+LYrnkiGWATuPJzAoMcP6fguZpMt5yUQzLTUG1lpIsGNLzxqSn5iWLv5QTdOCbXVxw9P2H7GwuOn5/EwqPNPLJgHZtvWYotLZ7EYTDQQLGpqTaDAKGLg3vpsqXYMqhU4le6bFlcTBnfbaIvsK4TbKqYfP0QtzlArQraK+cwd47Qq5JmZ0yyf/ruv8tD2/si0EOnI+N6wRcfuJuhEjswPxYfGDOqFU16UzmRrtUKm6l3mGSEABTciBpPwwzBNWLfFtK1BItm2CUR3fh70xAbqiLY5aJ7EEgTNZhgh6AcJHxDE9hmvhGcgDnxTdNhtzIIlMhk1enKBH2Y4FWbLKWB6VSnPxOatmHaNmLn/hxkc38caZeQQl/B6a5hLfuTSiPMC9ikk4IWRkIHrwS4RdedjlAUK+v1D0KjVmSku/OmW9+M7a3cpML36oB+UjrxuvghmalGKLWm8kWiv3ZE6dQvCHzCa4eK6S0ZOCFxfHn/CuO04srkmNvrTZ4YH7Jp1owOGhbnE+aPw+abGdm6Rtc+2IeJVudguWJyuqTd2+TohS2ScpNmoBjfctKUP1Ws9+TGn19Ooh9AWAU2I4cpFOXFmnyzorkxxmYOXQ1kRTW0cj1qh17k2EmLXkxQrSI/UnEFFIx2RHxLehGjfZk0XXz0EumiIT0uyF6/J9o70wn2ZAbDgXyfxNP/QqO4rCXQet5+sA2UH/g7VI9a4ax7x9Oqth1brm8c3lipSrNExN+Uohmn6ESjq4agsZPMS9phis2Ml+eQ6kutCvQoI8gpN2PDxrWKw3/4GN/6U5Z7Z9YMlOJeu+an/63P8H+88sOMDlrKLWhXOXZb+VXdkOy0pjiTMby95tJnGxYXEo6eS0HBxc+WbL5ZUO0M2HnlNHoEuETTTHOaSSqS6UYmXUV3HpbnDfmJY7hvPWlAgYNqoshnyjd6G5qRZr2bMLlZsT6Tks1tXBFPXpuxenqHwb01KIV+7TpMp6L+WTTSY3mP2/sj0Ktu6ChsfRendCGBVypEF6djdQO0LnKmlUWWOlkXxLC9pbzrQReeYWPpqmGQAFxOlG/kSRBSTVf9Rts+CzZTMaD32STa9qptJZ8R9N2lcvKFkpc/Djo4fZip9cJoQV4hmz+oXRM+Kzhlhf4AdHBHMxBsXLXBC7RLQpG7HiAof82IHo2KswxhcA38asqqB+CZOEWcd6yXuLLxsJgJyWpIt87XIqvQDsT/FiffJfNFik1k8C30I0TzXZKQ9D6EAmdT1c0T0K3OQo9BVAsdi4uyBNs+f8LVjSP21xMapxmYmpGu+OLsKvlhyXonYXRP0YwNaW5YXL2Aco7hjbkIca0K3HKFWyzR6zV7R+GAPayglA+iQuOyk4GYRNctqmhQrRhVOAX5wZpyb0h2smB5ZYxTjvGtNYvHhh6aU4xur1B1S7U7JFnUmNMSN5DbVq9rudmtx+n9QJVzThhAaYqra+xyhcoy2oND9HQigmiTTBq46xLKGjUStcxgDOLSRAIueKkDC6khKFtK0aM9nOYiHNRMRGkymUmF047zqHXzgLSCBqc75pGqas+08ysKr7GD1tFLNzRxcY52Wxqx7TgjOVmj7IDV2ZTx3Zanpvu82Uz4WFawrTP+5OZv8/fP/n6yucYZR5o1nBRDhknN1ekh39y+SJuJaNj0zQW6GhDEE0+fHHPylMgbn/+tAfnduSSnVUmiFNV2RrJoGWpFuWloU0U+twyOLdVUkS6FkSTVukZXIp29+doCmyfk98VFq97IZUXQSoEwui+ru+yowuzPhCG1vYUdD6V/sX8ifZr3uL0/An2v+otUwR4DRnTbPcVOqQiiW6M6r1X8TV05qlzFxqDx1nRC0+OBEX1dgWk7aEcFDK4laroHjDwwTOLkpusq3SDX2/aOJTgwBRgoaNSEzwtm2a32CU513xnVQUF9hc3Akw+CbKExHHVl/IojVMfpUpJQ4Fea0lNLB13yik1wf5xhdSNqmZJgbUZkI4RkmRTde8KqITpWWUnO1aZnQfnfwfrmdZvJsQVd/bACCE5TYeI2JJ8g+6AgMnCc8skvyEI4WU7r2j0w3SsrL7ku2lSxqhNuLTfZzldcGR7xd3/rd/H247vUVrNZt+SnLVuvrrn2RyY8+Q9r6rHIzNpBiilq2rNbnH7yEsnaMrxXoL/2Fnpj6gO8r1zrGtVonLXoqkaVDRweSyPXOQbHp9IszXOyr81Qg5zptYEE58mY6Vf20U9egYMT3LlduHaLwfkzqPkSO1/AM1cx94+7+0cpXFkJLKO1YN9pilutcVcv0k4HYjpdtuiDBe3GEHP/RKQF0gQ7yrB5b6DIOd/sfHDIKA5Ihf+3gTcvcruqakiPW9+AlQtetYFz79/TCLbuENpkDOxti1lV3VRtEEVTYHNp2CbrQvxllwUqTVDLNU5NsVkiDXlnKbYN/+xbH+LulQ3+9tVf4VYrtNTzP3yT46NLtEOHazRVaxgmNdZpkRreUJhKce8HNpncaXEaZlcNG9datl+zJF5Xfn1lU+C2cUZyvEI1jnZo0JVDZSpW7+nKMThs0a3QeottUaLMnCVZtawvjMBBkhuasWHypWtkB9tRrlm1DpunpG/dpblyFnMs8w56vhTGlTHYzTHvdXv/BPrAtEg7njrITdx6dkYwTw5OQjZV4PEvm0hwF2phr4JOugo4Wfnp0gT55s73a9MuwQRP1cBuCRRNes3YoJIZ+Oqxwah6A1t1993CflTrK+S1PBcmTQMrJurMeBw/9CqCh2v0mPWJBdXp7wQJhejK1Hbfud9sjYHZdEE+WQqbJmjFxyEs1VX2ice/m4HqLBh7Q0thCjmdExvGuvbJNRUaZegRBEE53YhEgvRbunMRJDCgayw7r20TmDqmRKQVFj2ZYyOVJuF7BE2jQmAep+Gnnv4y59IZv3T/RVZtRjKpWZQZZ8ZLmukm2awRzfZSQd2w/Zs3CDo11A2madk6XkRtGr21iVuvUUkiTk+2FWnhRKYZRZe+xK7WuA99gJNnxozv1ph1w+ypEVvfWtIME9ZnMjZfOWTx1Dbp/Cy6bHF7E1YXcoZ7I5xWLC+eZXFZc/lnv4zbEO45xnTN2ACfOCtc/aEwgcysICkF43L3DtCHGbasMGUlFoRbI9LjosPHHxZQC5tv3rrAxHH2ATjGGSNsGuVvlaBx7yt152mT8t4enDPMhRJat9hBKgnLD2YpC8Y1Mg1rLe0kww4l8BvbCaINbs9ZfGATgL1/NmD7L6w4shWXzIjSNfyZy5/nb8w+RbvZkKctRluGSc1+MSEpxG5QN45zX5hRbw6op4azXylZnUuZ3ChpRoZ2oKnHmnIzwRQwmOUM7pfc+cFRlEQZ3bOUW8rz8MXUPCsasmNDeuOA5QsXqTYTzxK0rM6LZaE9t4O6e4g7v+tXVQ12kKB3t0gO5pIAy0qa18bQXth5D4G129572/bf5OYDa5gqDdxym3psy0r13qahMpWLJFk50oUEisBvD4yQUI1jJUgla5loDbBCsvL7a7omYaiGg9KkKaVpaDMY7IdVBNGeUHnapM3oJICbLsiGz4zH5v8eAnuYjA3sGlPIc8E6Uffw/gBHBCmCWLlb+W7pacd5N6WLcgnVlMigCckzXYYs6s/xWMXzju7OS1hhZTPnrQ0FLgkVvMw6dCuOAIe1mQTWvnxA4MfXG7LPeiyvbwbKyzW72IAN08Ygx+MMmLWLZicxeVby99U5xeqcF9jykJ1cAyrOOmRzR7qAa8UO//juxzhaj/j4+G0+/vh1/vYLf4d1k1Jui3GHTTVX/88Drv/x86IEqRQuS+Xf1sJ8iTqaoe4c4qpKJlTTFDXIhTLZFyHzsIremNKMU+7/gOPOf1Ty5s9o5o8r3vjzhmoj4c7vdbzxU3tc/zG4/XsGvP7nEk6fGLDa09z55IDrP91y+GE5V+byBeJ0LLKCkPOvZELXyyq4okTduIu6eQdOF7g799F7O2CM/NdDJLpqUHcOCMbezviK/OGtj9kDwe5PF3XEzvsGJqrtgnz4LfFm3zSWwIpzXnQu4u8ennFGiwuVb9y20wHp4ZJkVpAczAUuaiQ5qVVJumzRjWP6dsFWuubnT1+gdA0jnfHvTO9w/Jxm59wp2iMCRZuglWW9IxPT1aZi9uwUmyrSeYtNNZuvzjl+dkCxmzC8V5CuLMMDS7qSfszy8oBLn5mTHzsmt8TZanzPyhBU40jvnTJ7ekJxNmf5wkXGv3OdyWszhvcrim3D9q+9wfhmgSpEoVN5uKzwVXK1AAAgAElEQVSd5CRv3qHeHuJmp5KAfeKmbaXIuH7vkeH0Udv7I9C7ruLswyeAV6eUpXdg3IQA14yk8y3Vo4sVt64cgY4nQmYuwiMQ8PXQGOsCWl9aIZhV1GNZITRD1QU0++CxpvMuAPXhp8BwCTZ9oaJuRkQ9+8CXx3mce9Vx+IN+TNyHD2J9Hj8QJQGikYnX2kgXjvzEdW5MgYGUPij/m6zcAzo7/RWLsn6ALSpoqjh7ED4TeIfJt7IdqyhIMeDEa1bXkpyymYsVerEb2AbyGe1AegH97/TwqiUwcNKFi/+2iaKaqNj/cEYSlFDZ4BvH59nJV2zkBV9ZPc691ZT/4fYf4vz4VNx9Vi35/RXc2efCb65p9qa0Z7a6k1NWUkEHql8Pn6aRYR+0r758A9Oe2cLtbGIzzfR1w3Nn7zEclYzuOrY3l5w8lfjEpdi4OEc1kAxq0qVl9lzL+I5jMi5IVr6fUQimpbQWMbPBALUxAaXlGJomCqUBkGbQtqjRSCAj8NBRhhsNMEcLSU5tCLSNCLP5FUm45lWAYGKD3SvH+inXqJPzUPO1X8nTk1UQPRwJ7G6QocpajEaCuFlrUWXL4vEx9Uba6fFYj/m3Av00kww3ykkWNYOjFpsbfv4rn+ALJ0/wmWKDmV2j0Xzfj36VVZGjlWOQNCyqnMujE9KVuE4lK6FLnj6eMr+SUewIf3/jek1+3FJPUtK5D7Kt80KMsP/xCcuLiuUFQzNWzK4aUaQ0inZ7zOa35kxeO6GeGFbf8xjqzn2yr91g73N3YWtKencGzmH3Nlk9sUUzzUlu7MPmlOz2CSrLsNMB5ZUd6vNb2N0t8YvdmPBet/dHoIfOEMNXn3EAyXW4tWDFKhqD4wQL73N4YwBOoNhRPoCK2W+ABIzHl13SrSBCNRonXL3BRZAdaIdENceAjQf4wiW+yk4CE0KSTjOWYwRvft3j3fc1d8J7o6qlISaTxk/QtkNfObvuu/a3B6ZkfQVdj5T473qsO/Dj+0qcQVcoJI7+isGUrps9CEVZ4yKc0gbsPunOXdDEEaVH/57K/07+GNsB3qBZReG0/NjFJBFWJEnhpQ1WvQQf9hN+a39thNWgqcVFyBSQz6ysCJVcAzaFF3dvcmEwQyvHlfwQrRyVNXzt3nnB/1MtVfDGhPSrb8t1N0gEzpgvZb9eiVIqd4Fr3HotnPXNiQT2yQiMxlUVev+kd6HDy1/8AOs3Njj94RWHb+yw/WqDSx2mgvnpUNQ9TwaxIbvxdslyldNMnEBxfqiKxA9NJUYGriajDrbJUvm7dbii8AHYCr5rnShlthZ1usQeHAnG33ZB+JHDT8EK8NvRKb/DFjH5PgOnL6nQ9rRz/OtGdwryo1Lorlb+ZicjOd++IYoFXQnv3qwbnvz7jhc2bvEP7v8Am3pIqgw/d+UzZGlDnooUglaOg3LC9FoRJVTaHM8Oc5QbivlTU5qRJl00lDspp1cyVmc0baaoR5r8uGVw7MhOYeebFavzjgufXzA4qskO1ywfG7G8MqE+M2a4X+ESxe0/9ZwUCbOFJFXrhEV074jRtVPSuzOB5pwTc/pLe9hMsHxdNaiiJD1cflfn/f2B0UMMJNBViUCsIDoJXRfphoLZezpd2tEhqw1FNnMMDuH+D9XsnTtlNh/SlAmjjQL3mc0O5mmkIRuDoCYah0Ooaj3bRHfBNlTTuoeva6/t4pAEE/DqkCwCh7w/JJWsfDVuwPhKOlTzEe4JE6r+HNgQ7BUoj133G9LBoFw5OaYQ+AM2H3X/e1t/RRMCqM0U9VhglIBxm6o3u+Bfi+uSZ5iQTVZdUzWcN+chqXTZncMQ/GsPyz087WwzaMK8REsctEpWLjZwAXQjwypxwMwI3TasCNtUMXsK7pdTMt3w5sEuB9tT7s8nXJ0csdof+2liBXs72Bu3UeMxydffFjvAJBHRMG3AhoGPXsBVmuVHLrI6l1BuKlyyhTNQbjmaTYuqFMlC0Y4sqlZkM0WphuQzze3frTBzKHcc5nbO4nHL8FbC7d8rr93/6AB7W37UagNu/dTTLC9J4TI4VHHVNLll2XplgD6Z40qx71LjESxXEfdFacKglZvPfV/BiixD23Y4/aOCuA73Zw+r/y43Z/yKpz9A5Y0/FIikg868RHNXjOiioR2mJPMVZKkcg1Yoaxm/OcOOMtS6Jlm3Mnx095DaGYam5n67ZFsPSJXh+y5c57XZGaxTTLKSRZOjy4bhYUO60lRTHaXP6w2FvuM4+UBCes5QTRWDI8fgyLI8rwWP3zZYozj/GzOOvmeDs79tmT8+Yn1Gky5yym3FhV+fgYajD2+gW8fGdWFE0TTUF7aFlQTdcFg2IrtxzOmL56g2FLOnJ2x945TxnRPcIMONB8L8Wf8b0qP/N73FhiFE1oxqZMjJGd/hcUS6oLIC5wTGilT7YgBtU8X+Cy0v/cH/hdJZzpoxB+2Sv3Tzx3jtYMr8io7ceugojjYFvZZp9yCtG5qFsfEYKnglQTA4L5naUeyq+DqnoR5K0Mm8mqTuJQrn2T9BRiEMLAXtG2fE17LchsGho54qwbDx2Lgl8uwjZOITRfSy9QkgODqFxnJ/VRAZR57toxsixh+SaHbaBfswEBIq9/B7BVOWALdEXXz/90AFzeY+IZTSpE0XvWlmujkJa4g9gXqqoDdU14wE2skbMRdRjmiOki5DVSivqzbg7O80cLHmx3dfZm6H3F9PWdmM5XzA+LGSbN+QH1e0Q011YYPMOdg/EtijqrHzhVTJ2viA6AXFrEXlOfbohPFX7zB+qRFsfDzCHp/AE49RXJ6CcyQrPwTQOtLjNWq2oD2/jV6WrK5uCV23EGGv7GSNmZcoDwGpU2kAl1f3ZMX4FTCnFfqtmyKTkGe4gyNp1g2HsL3J6pld1rsJ26+cwiuvooZDlAG3WGLLEj0aiXNVnhFMxkU08F1u0L6JSqjuv8tNWCW9f/vJ2fjZAavvNWxVULFU0O5NPYe8wg1SYToZ1cFBjaXYG2A2Mn7+H1/kP/2Tv8g/WXyAPzm9zr12zc+c/TT/2fwnSZSltZpRUnH/2Qmje7WsYEdIMZQqptcsp1cSufc8fJmfyipxcCjGNsWWYXS/4a1PbTC6rVjviRH53ss1q3MJTsHBxzeEhj2Cs19aUJwbCjMryyjO5iRrSz02tLlieL8mnRXMP3IWs7aoVjPcr9H7J7QXdzH7M5RPdu7o+BFn+NHb+yrQm8rR9DRa2kxhkInHZuhiI7XNlNzMWm5kXQkfux572p9RrM47nv/wdWpn2dQSjfbMmC/8+ocwzwpbIwyc2JRoqRegDZlk9Lhx4633Sh+QQwVrvKBa4ydWT+Uzg/F3aOjGvoPXswk8/BAUremSSOCth2ar8zz0crubIg1QTlg1BGglrB5sKgkowBXBLCUp5O+6J1QWoTGIKydV9pQglTRCA7wE3Yorumk1dObqPpaFfoVZQ7krwTwMq/X7IvG7In8bHEqSDscXBOv6k7UhkQ0PXNQRbweKxDeZbQ8GU62IxNUTTbtI+Fs3fpBMt7y4c5Mbq20unzvm9fkZ6i1hQKRLi64tbpCixyMJIFmKyjMf2H2GzFIJRG0LVY0e+6aZ39zpHJUmcPMOo4PjB0xDXFWFfjLq+AQHjJpWRNTSBFU32EO5iUM+dtaijCFbLGV1UVYCJxmDmy9wp04SUVULdFMPGd7MGd5EXJyaBh1kHFJR3hTOqo/WaUbnVWt81d9V9X27QKALzg9LIwQMP64IvDViagSW8YwdAJslUpkjwd0lsn9ntBxW1XTcea0jzOhSg6pkVaCcw7XgcoVuW3TV0oxydOs49+Wa458cc63Y5VPTt9jRGYaKujVg4NL4hElS8c3LmnIzB0UUw0vXUkAOji1tJiKBp0/C5lvyfYf3SsyiIlkNWZ1NuPjZmtXZNF6vg/012cyw/9ExgUGXnziOPjQlP7Wws0k7Ec9YZwzpacNgv2V9Lmd1fkp+0jK8s0S5MfnBGrcx7vobRouDWJ7zXrf3B0bvK92+rotuIT+RIYvW+6oG9yJnOkvAsJlScDKsBN0f+/Ev8U+f+RUMigTD9WbBX7j9vYzuKAb7gPbB2cqkaTaXgGo9F1x+AAluTTDndt2xhlF/p4nWeO1AqpzAkMnmsp8AhTRjokaNM37F0Bv9t55fnqw7GClQPwNlNDvtAmi67Pj6YeDKVBLQ66kinTuGh5Y4POTvXVM6P6nrMIVD14LF68r3HjzEpFo5jmrLV129ZnNIENEFyg97hQTnTJcszFrOYVgh6PLB94XzKENhsiozhes0fkyXXORcCJ5dboqhc7XpufWh11ILxlqPhYarrCNdWoa7a65Oj1jUGbfWWyyaHKMtP3Lmm0xfN54BFDr2Sm6uNBE+eZoKK8IHVxm7VR0UEv4bHoBrBS93ZSV6NWUlLB2t3/m4dwBFiRvl2Lv333mPOCfQ0brALleil+Mbpi5o6BSlJJGqwhUFalmg1hXJzUPM7g4P+P84S9SzV1q+18Pyww9vloiRh2OKz4VHP6J4ueOgfilaNTz4CK/J/Hl2Mukamrz0lDTjZyKsFFXIJK9eFZhFKXCGg2zeYtYtq7MJ//vf+wOcyeYctC01LWfNiKc39xmnFZVNuF9MGN53UW6kHiuqLZlsrkeyOk9X4mK2+1WhF2vPnXe5cOMFMhTzkb2v1pz/wlJ4//dPyU8smfeq2HrlhDP/4hr1SLF+fIt73ztFWRhfXzJ844BkXjJ9dcbkRkm6bFBv3yI/WAsjqqjQb9/GzU6FP7+zJfDPe9zeNxW9ULsE/lCtp+fZB03Aw8BSEADruPcCLVSbEoCKHcfPnv8itXNsmxH3W2lc/PNf+QSjRmiWwkaR5b/Lun2EZl8z8YqToQnpA2Xr2TthwjU0dZO1iyp14jnqJRFCIzSB/LgL7k5yGO1AEg1007ChodlvNnbwFB190DchbUbEM9uBTJzqUmFqWJ7XXdM1CUFcRQmBAO/EVYHtvc50A2HJ2tEOlQxcZd0UsGodLT010V7wDlLIoVEaNPyVd28KCSgE8SC5IPCYrNq6ieiu8nehGKhgccEIVJcp9NoPaRWOckszOHZR46fYNlzdPeL6Ypt7h5t8dPcW53KpwH/x1vf4JOtIVgKdtKMMsyyF4+1dn1TTCj9eKTHvtlp025318IFUzGSpVM6BhQM+mPKugdS1LWxOpVp91AsC3TEwTuiq/WBm4hqRDlC+crdv35BdJ4kkqqDZE6r4YEPodexFyMwH/L4qZbhHPRe+g1l4h7CWCtO1XiTNGR2LoshI6n/vIA0L4OS761VFcWmDZNWQePVGtENpi0NTbWakixq7MZRVwnRA8Kkw84L68ohqwzC5WTE8MOwlC75Z7/EjyRyL4z8+92n+yzc+xbzKOS1yJgctRSMWi22u2Hq9QTXOX3cCEU9bMa/RlcOUlmRRYTNDsm7YfaXCrGqmQ8Pom/dYPn+O0cECVVTs/uZtbv/4ZdoBzD68xeLSDuncsfOlI4bXDbd+dI/xDTlfqm6xeSpJYrZm9clnGL12gH3sLKpuaa7skN71WiaJkULkPW7vj4oeCJxqwGfNLoiGYBcboI0jrH2V/3c9kZs/XTj+t5/8X2loSZXhuF2hgR/70p9jel0CtQQrFfHtbrjHCfTig1Qz9lh31cEYoaI1lWfSeM2ZalMMyYOOOnRBMmD/EYf2nxMgIFM52mG3qjFVNzhks65KbjzDqL+SaQa9ZOA/rxnJyqIOeL7HtpOlsFGSpVTFSeGr+KbjxscJ5RIGR66TOPC9D9V6UTlPT22HqmPlqG5/0YfX9xqU73nYTJq8ofqOJt8eAhJ9HxdXRuE8hf6BnEdP8bQu+ssGHN8UjnzmSNaOfNYyPLLoxlGPQCvHJ/fe4rlLd/kj2y8BMDQ1f+qxL7L3Sk3qg7xLRJPdpUb06AepYKJ+WIUkkeAYBML6Fb436A7qlFGdEYgWgo+6/Ac5sxd2OfrQVBqo77b5FYAa5ALBpAkqz+ShlA/qXiJhdwc1HPqVRRXtC0kSgZ4S0wV541cW366iD1CJkesrNEQfePSVMKE3GKVxaScXHR9hErYV9cpmUwxXBncWJCdr2ukAjChXqtqiq0aEzrTCpjJ9axal5+uDHWQkq5Zyqv2MScsv3PwYrxYXmduK2rW8kBly0zBOK2anY4a3l0xvlN5LV2KKbkWqwKaK9V6CqWSFOXtCZi1Wl0a0o4R0fynJ4NY+2WlNc3aT4e0lxZUt1s+d5+ZPXObMV5Zc+Nycaqw481Ip92NZ4bTm8i/exKWG1dN7FJc3mH1wyurSAHfjDtlpjbt9D5saXGrIXr8nLB0vxaGOZu/+Wz20fceKXik1AD4L5P71/8g591eUUn8b+CEg7O3POudeUkop4K8DPw6s/PO/8532E9gzTnf4bOCL1yOpyoSiKNWoabynp+sCk64cWz91k983tIDcYNcaw8vlJfS/2vQ8dUdkdoQKNlAZfYMvcNeDamRIKoEr3vrgHnFgCzSePUMHzVSbRKmBdCHJKFS30bM2l2MJyaHNuoo5NFvjhC741Q5i3FE7VKu6StcH3GQl1XdaePjED3i1qMhYUq1UysN9Sz1RkeUTsXY/p2BTv7Lx+5eKuavCVYMYoiddkzrYHYZmbDOQBJw4cXyK398n2KQQvaLEu0pVm4rxHeeX0vI9ZUnTJUbrV0qDw65JPNwXPFU3js23G+aXUkztGB60DA4dX792gUla0ljN/3zj93NuOGeHJb9w++Nec8dRbRjhq9cNNk+8XZvqghxd8FKByx3pgr5uMtKwjfDKw8E9e8SSu6o5ecrQjBx7PU573KxALSpYCIbhqHD/NM2Dn5ulcmxZKtg9SAIyEpDjLECvCYr2sAkgomLd0FSs5LWs4sL/B+36WMEnkuiChaDDJ2lvRvIANTjIJIfGa9WSrGvUcg1NS3NpVxJu3atHLVRbKelCXJmUd7ZaXRkz/e1bkrDOdqJZybJm8ffO8/pfuMOb44zn05ZUZVydHPG5W09g3h6w/4kB67MSV3a/3oiSpXNU2xmmkuBw8JEEmznOfalhedaQroTqeviJXTZfW1E/f1liWNmwvjTBlJbjZzImt1r2PzoWqu9Icfx0xubbsvJqN3LazQHVVkp2UuMUbH19haoa3JOXaXOD+vAHSO8cS5GhFPbevsxDAGxvwJ13XkqP2t4LdFMCP+ycWyilUuBzSqlf8X/7L5xz/+ih1/8Y8LR/fD/wN/x/v+0WGR+tZM7GT7u6SLdzPkh6UbOku2iUp1TqCn7tg/+EhS3QaGa24sV8wh//pU+x4fFiOxILsL6GTDQg8ZBQCJY2lWVbCITKeqw5wBy9JBCaqVEbx8m0ajPuqltTEBkt4KvYILHgNxlg6iZEdSUVVBhoSqpO1iAkulg1e0zdphK06rGKNnuuVVFKISSoNpVhqJDEAh/dFMJptyiSylfZnnKWnnbwU5hXsB5WCYnZJgi7QwNei6cdqHheojet9n9LPdS1IcNpyjpWZxXZXAbdEqcidGMKFyv3UNkHiKseyXuqqYyqm1oCUrEtyocfuHwL6xT35lP+2+d/mV89+Qg31tv8e5e/wN9qfoJ6oklWEpBsouOkqPwwmqCx5JyXHQi2e02YpPNbkPU1BnIP7TxwsT/UwATUxpRq0+ESJysGY7rGL/SwffWun/GOra8mGXTclYd2+t8rQjoyXfxd8+N9Ra6AaHPoA380JH/gy/rE2YaWdPe8SxSMh+D55XpVY7MHp3TTWY0p/fSxT1aj22sWH70kTLy1Zev1gnvfN2Tnm5IkXhjf4HPLZ7m48TJHdsFfPf9pPvbSf8JjX2wZ3lnTjlNsqjGrhvU5ERhrRspDsrDxtkU3sNozDGaWaqyZX07ZuFZx9LxIIGQLK6uBytIMDdmpY72rxejIyjVuM7ke7YfOcfJUgikdk9strde8AXDpgOWFjMmNEr2qceOhVO95Fiea7WSEXhW81+07BnonHZxFOMf+8e2usj8G/F3/vi8opbaUUhecc++eexyRE2+TTh0x4OW6cbHZFoJDpFkahakdyQH8+b/8C9xvl4yUYaQzRjrjL975BLsvKcpN4jBWwLqNx/mDBnyomkWcS4KrUyrKAgNRAjcaivcCVhzs8mcoVLQhOAXHqMhh96sWdIeJB+qh7EzkCcJ+Q/DWQYQMYtM2WTm/bxWToUAhcrHSeK2RHoc+JKbWDxXhMX6bqXjubeKVRQddgsjmLuoNubabslUOWg9tSUMb7JSojZP4lUDUqw+UUt8fSZby/81QRY/XIGinGqhzBUMl1NJWVgkC/Qhfvs0Vy4k0oe0QcKHHI83kZ8cnvLx/gVWRcbvepnaaH997hd84eSZeilH/3GlU2faGyZQcsFWxYqfxzI9SdUEHhMMecXD/vv72cGIA7N4mzU4DqaV55jLJa7f9yfKrhzR56DPf4xbhFN1V8iGQh5WBx+UjPv/dbqEidw6H9r+rfM7DQmhRlNDyzmQV9u0HwpRXvdTFg8ki9AFsZtBK0UxzTNGIU9dkhFquWXzkPNvfaii2DFuvLvjZl/4AP/zUq1zemVC7ltq1qEKzPK8pNyax9zU8DI1jmNxsGBwUrC4OaXMdi88mV0zu1Fij2H8x965tjtVZzersIPaV0oW4Sk1vNR5Wbjl+JiM/bWmGwiI6+8VTqu0BNtMMby9BKcyNGen+GFU3tJtD9KqG9RrGQxFyW69l7fioJPou23vC6JVSRin1EnAf+DXn3G/5P/1VpdTLSqm/ppQKXJ9LwI3e22/65x7+zP9AKfVlpdSXm2LpKz2BVXTrupH7DPKZi1h6nzuuWqIRyOLHF/zpjQPOmjEr11K6mpfKkl/9xe+T8XoFQc88TnL6Vbno7LhI+9JVhyuHqdfWNzyBSPeL5h6Jly9Yd5h2YOOAYMfOBzRdd5V8X1ZYl51kQAiyQdslWTqhRGoVXajEQo8oEdwMxTtV9iPsEbEt80yCDRUNyINaZ0gwIW2HZmlg+8RVTi1SCmHCNchB2ER5zJ0HvndoROfHTqQbSuJqLPD4Q9KNDVwPccVjnnTsmzaXAqAvt+C0Pw7XJV3VCosoSGOEobR6rJh9sOWTm2/wiXM3uLJ3zB8cv8rQ1Ow3U96c71JuadKFpZ4YqqmhGRraYQJaxSGfiNunRlgimcfuB5nYDmYppIlIEnjIRHk8v/+IOHn/YS0kDwe+HhMm8dO5IRg/6jPe5aHS7liEaePxeKNjInB9jP67DfaaeG4ip93ajj3TexAGpowMXIVHtBG0NrJvaKyc54cZSoBNDe0gEWvBZU21lWM3xzilKK/ukR+WJMuW/NSyvjBk9MURZ7IFL5UlGsXC1Xz2j/0s05tNhD7rkWJ1xlBuavJZSz01nDwzptw0zJ7UVFMp/uaPa46ezTh+JiX4S8s9LvDzxvU2UqvH97wCaiUrmMGRI98vaAaKjRstx89vsD6bUo81WFhdHjF/8QL3fvc2JIbi7BA3TFE727jb93BFiX3qMezWhMX3XPxufqLvvDnnWufci8Bl4PuUUh8G/mvgOeB7gR3gL/uXP+oqeccKwDn3N51zn3DOfSIZisN61Bv3Q0mmdg/gz+lCGojp2nlGhzcdMfDffc8vAXDcrmid48ul4U986acZ33Kx2g3VdqBq2sxPWFoXm4phaCs97cbvTSmZObBXIs7o8e4+SyZW91bwY0JicsThpSCzazP5BQLVMqxaArQj4mDS8LS5d3laOa897wjWesnKn3hPswxDTdY8OMUaJkl17RkEHucO5zy8VntZAlO4+HkBr1dWng9TuwG2snnX6LaJN0QZK9phJx8Rklc28/o74RzQrdbqsUBJ6dxFaCy8Nw5ltf7GMnKcybJzHbNeqrjvBKQcbD1+wi/c/jjLJufZjfv8xvoqTw/v8duzx/mjF16hGSpOnkxldeBvSmFZJdhchM5sarCDVJqKfS/ULI0BCOeirWCkZvaDO0jTNAR+z3BptoecO3+COUppB57GqVVs9KokkUCt3uWWbduYVOI+EiMTrx7fjcfkE1RQv3Rp0lX2/cfDuwoJz2P1gWUWNw/9OKPjIzwfGDehSo8DV5quYZuJZDIgCbMopREZzrO10oj0ZiNtrkWywlry+1INu9xgM01ysEC3NsaPjWstd4pNvlg8wdpVbOqMLZ2w3knI5pZs7hicdNPVZi3Tr84osoVl800rEuhbiuF95+0m5VoO90g+s0KzzhRbb7SM7je0mSY/aUlXDcWu9IzqjYytr80xa8v2N+ZsfW3G+NaaentANZbJ3Au/ege1XJOsWvTpmuLqLs33PosaDaV3dLJg9uR7J01+V/RK59yJUurXgT/knPuf/NOlUupvAf+5//+bwGO9t10Gbn+7z+10VqQKtZ6uCN2Qj2qkghMjC0W5LZTKNlP86E9/nqvpAZ8tMq4mloFS/Lv/4s+x968S0aJRiqDj7rRI4wbJhGakYrAIAlggTcdk5WQZ74OastCOuoobiGqUykrwCXz0gEuHqlhOIA9ozISElqxBe955ue159L66jpx9LRIJgZbYT53Oc+KV7arcPlPJqW5atB0q0rlUzGLFJ8eZLgK1hYiH2ySshOS8ZzOpruupHEO0Qgya+HTJLg5hhcRo5QaQAS4VXxO9etMO4omuXrVjfVamENuB/N7FrtyI+XEI7vKdgnNVOwwWb765ruVrTfKKP3z+FX71/vPkumGgawa65q899sv8+Ws/4dUt205HSfV6REpJzAs8cReYNR76cA5UGitRFweP/PWtta9WBX9/AHrxhiHprRPu3dll6y1N/juvw3AoSSDcIL4xqpJ3uWW1liDeWs+G6QVZ6Fg1/jnXN/Q2D702HHcwCQ+m554PHznzeCgmfOYjSryAw/d9JOQzLA/w7p0MRqmmo1sq79Eb92OMX2k7PxXvh9s8117VLapqyMtWRM5OCiUjiVIAACAASURBVPS6YX1xiCktn37peY6fH/JHx99iqmGoMj75F7/E5/7G90ZG1+BYgvXRB3OyUxenyYttISHsfq3x9GDp4ax3DJMbYjKiLIzvNiwuJuQnLaePi5xx5u+90e2Ck2dHZDM4fXYq15keMrhfgHUsL6TUE/GW1S+cZX4pIZs7lhf2MJWj2NZMR5cwlSXJUs58Zf3oa+FRl8d3eoFS6oxSasv/ewj8CPBNpdQF/5wCfgL4qn/LLwN/Wsn2A8Ds2+LzyImUQR9Z2ovTimBhwVEoSubO5aQN78trZ8+3/Mzu5yhcwg/mltrB203GxtdTabhaqZbThYsrApupqKWOZ8g0Yxl8iINCLiSBjk4IgiMHyCfAHmGFkCx71XOo9gPcVEowDrBDCHTJyvcLPOc8P4HsRL5bEBcLA0zOSwIELX6XCDatawnAzSi4LXmaWOsYHEj14ZR8R1O4yDCRoTAf5JHz1AyF1RJNVvzwkyl9FZ103zOck3TpK/wg/eLNXqAX5Acym+ASoqCbrmXqti+IFiSoyx1FvaHIT1z03axHKg5Mtb5ZJhU8BA1+U8ixpwtZsaQLBxqMthw3Y1qr+f7NNxmomm+sL/HPV0/yO29eYXFJU+wYDz8pD0tJdeUSRZtK9eh6TcuopuhZNwHWUUG/PjQlB5mwJhIT/+1y/1yeCVVyXfL8X7nDxX9yQ5JBnnWPQd5V42kSoaL+g0Eulbl/nRtk8voI0xh/vEYmUAN7xzthOS8Q1n/4AOAr7x5+r3sP/xqneGTvoIO7pMK3g6TrBQR1y9DA9cHeheTiKZUP7NNDQ6qxmLXcbEEOOe7Tm6iouvWUTCmCLnxG8yfOf5FXqm2ObCOc+r1/yfarBelS4oOygiSgvFVluLe861ObK5bnkihqtrgixVB+Ku+ZXU3YuFYxvC20y91X5iQry/pMwp0fHLNxraTcSkgXFhys9hIxhZmtGe03nPntOZO70lsY321ZnVMUu6LBM9q3wgqbV6yf3KHYy3iv23up6C8Af0cpZfyp/nnn3D9VSn1aKXUGuaVfAv5D//p/hlArX0folf/+d9pBxHYhTiZGGKSVSjDgycqpCHXg4MMfvsaVZMJALWnI+EA64We++YdlwCfrGpPBDCHgz8I+8Qwe748aG8AO8LTBUOELx70b4NG1P3u+sHOug28CQyY2XX1/wSaqEx9LwvftMGql6GYHLA+yg7QcV9/pSfleRrnlq3MtQSqcO5fIUsQlssQWxU1vkxgmUx1Rzz84X4WbXDWQVI5kLUE+BNTA7Q8aPYHeKDe7X4kEX4FEzlPQyu/j7GGYDIjesboOyVWmXbMSyi38CsJ106u9no3yfOdm6Fc7/hyiBL5KTyUIPDO4yz/Y/zhfmjzBVrritBnwuyevkmSCqYZkoWxnlBGuz8Dljom9XwmHZiTyvPPQhKKjHqI1Lkzd0r3fBcZLnomejclQec7Dg0UPUCHD+/t/7jdSw/6UkiEv5Lp4gGETtki55B2bQ3jqhMAfgql/Tvb3HRqCDyUBpxQK947v44xChfK5dyzK2gdkE8AJbu8cum4lkYT3Ojmm4NLUbo9ohtJz0Y0jO21Z2ZxvrC/xYv4lateS4lg8lnsEQa6h/KQlm2mK/7e9c42R5Lru++/cevRj3vt+SiSltUTREilGsknbiWTREiTFMfxBCGwksBIJUILwA4MksKUEDmAgQBDAkeTAtmLHrwQQYsOKnTAyJNmhHzEsSAxpURRJ8aElKXLJ5Sx3Z+fR06+qujcfzrlVPbNDcpWQnJlFH2DQ09U10/dWV5977v/8z/8ckjpS9zn0TqT6fU2F7gW9rvNn1cdsHkuUNhkc2cqQcq7FwlMFyUqPjgj5WkqVtbWStutor4wouznjFtr4vChpLW9Szrepckd3uSSkwtLjJelmRTmjVbjzT26C96SDkvbzVx/RXw3r5kHgnTscf99LnB+AO696BFBXeXpzSFtqA4Py6Dsrgd4JR4FGacND6njuPvNlLlSbZAhVCNw/HjP49En8dUIyCIyWhO5yUAzc4Jooe1vOCLGidDI5WsxMQDORRphAZVz/qkXdji9u+Xy8Rwtl81Rt03Sxsv8g4AzjjotDFO7K10OtmRPZIxEvrxJIjR3jE3W4aY+acTSeo3bgQO3wndUZjCN90oS/YrI3Jisj46lyClX53PjsYi0E28p9T/sTi05QeKnOe7Q0Mg+J1PBYbPYenX7Z1XOTEfWX1qcgVjcR8wJVCxIvNc1zPC+1/s14TvHzKm8qpgm6aEkAKrYsJpEaN1oQ3r70PJmULMwOOZxv8JOL93M6GdEPUKznnHiooOg2HiZG9ckgaEI23pIBqrZFjF4XhdjTNHK6BY1k42KhWi+Gz5veTcN0sf81LvBHlpD+SCP47YwUY7VEOCO8Ur9Q06oJEULaRqNUWqhRFCtfJ0i3vGU7acbhbewWbYfUGW/c1/+3duKT5r1x9vWpmK5NbDwSkqSmZIbtUzLaJil1JympAgx1vL6bU8znJKMKGXuSQaGNO0ToXadqhenQk/W1z0AyrPjFR97PLceeo1oKLPsxb0i7nP4nT/Dsr57BJ3p/6eevaqCVfWcXnhyzcTpndFBZXetvTOuGNsWMIzhYP50yc6Fi9W1z5D1POvCEVqYtFvtjjvzvNUZvWGLhbL9+D5XpDvRuOsJowbH48Aad0oPA4Fib9otjypmU2SdWKZe6uPWB6iHlnmrm6rVu9owEglajamJDRlr4kg00gmqvBkam3YLTyG7umcA//Pm7uVz1mZWMUShZ82P+/n/+WRYW9YYojYqovUv1f6V9K7SS5n2DU6cSI7h83SL9pMGsI8RTOyUfIRKpoY1YsRofY4u7CB/VNM1A3ZNWpWytPV8CoRMxYurG2pP0xWzdlPRG6riLWa3AlbKBXEaLkRXTJIARIFbQ0iyusT1jcIp1S6kCakldNWu6QrZL9FFjaEydhMZgrlgIVbVpEr2h2b3EIqrIsGldtibTQaw3gOVE4iJoVdFVWxrJ46rpGhVrBJQOalF9F1oruhhULehe8EgJmVR8e3CS6xcv8eJ4jl9+4Q5WRjMqV3s2Y+NUIN/Q7bdCyfp71dF+qASoEm3/5jOHM6ceC+8i5q01DQoveGvizYSabHAK38TG27EAiSzVx1Z+ZfQO+l7OmZ68v/J16+8atvV5Dd1W7aS3d42SiXNr0TJz5BKd7KRN7DK01V/QHq6lV4xcROsPJsXfjEZb04ELr9+zLGnet4KacikCpbYIDHmG2xzgnRZAxUgdUXjMrQ+QuZzxXEa+qk22ZbOk/6ZFOhfHqO5VSr46xmeO/rEW+R93+NG77mG5ynhzFhiFkn9x8svcxRnG8woFjuc0H9Q/4ph/ujT9JUe+4UkH+npwJrkwgnwcqDKUlZMIM+cLirmEtFcweKM2rdk8lrLw1JD2kxcJWcrF24+QjgKtNc/am9p0LlWkg8DaW+dAINv0zHy3h4wqkmHG6NgcKze2SPsdDn1jjWRjxAvvOQBf5apsbzj6ieShqkMqVTAZaXQ06fDKrkIFK7eWfGLheR4eCxWeA87z16MjzD8Z2DzhyNaDqhkKNaMjGQdL9oWaCRMdet19Kdf310g+RmQ2viqORT/kqt0wP6LgGhhkY/1k67/1Ksk7uUOYLLTKeqFulp2va6VoLO2fNC3rbhgxyhVvOiyNFwxicdQ00XiNq9iHdUCjSWOLWWo0RoS6P2zVUsef9ayTkH3PowZQrf0T52zvE2sD4kKgDCGNjkPkvQ+1QGpSL6hqac2Cq5QiCVInrOsevZ1YHdsskLqTskXaEsaRFSEVJGiTiZ9ZvJffDLfTdWN+bO4hHhmd5Nb2M/xU/s9IRtA76Zh/utKEdiW0Vkt8bvBK3L2ker2DgPNaHBNSV0fbejEaBg6gtMPtt/xEwVLAIuqai38l1i0VmgfYqaoWrojGAS1iqibGsA1lCdsXCyBi8sFPvBan46WBbeJLw3LLsejk62JGr/o0su1/1WOY/J8uELzg4i4icQRzUSFJjG0T6kVPEke2MQbJ9bs8LCmOzmuhY+FJNse4UYpvpQQn5Gsl6cBRhIRfv/gefunEX5FJws15wfLtgVP3lBPEDaF12ddSHeM5/QxH87rz7qx4RnOuZmiV81r7sX6dY/36FnPPeKpWRxlom6qIufqmNtxwwq4TFB0NUNqrFVIG0iogQRuDz5xdZ+WdS/pdaAnpKNC56HWHDhSHupz4o3M8uMOtsJPtDUcvDV4s3i6AYceuDFSZmFSwXszRovAXH/oMXxt2uK3d4Zmyx5xL+IVf/CjSgu75CNVopJUUGuHFbVnVkrqMWwwTrCFWc06uapqP+8zgCeO1xwgziU09EupFgKxxelG3pmqhO5F+g8mng6biNkbEWU8Tj1UmtaOMyd1o6qBDXZGqkW0DEdUtCyOGXTULVo2J2/WOvHafN7BPlRkl0pxsvtHAZJMCc1WLWhJCmTUG3eRxfs37eHNC1YLCQbW0BPFvQYom0g9e6h1UlIWuO4jZ9a7ZSlacFRPQwek9EpO6G290SAlfvXA954cLvHX2BW7tPs0vv3AHt8yd4y8230K2AWtvgoWzVghmwmvj+YSsr0kzXXQbDLj+PAwyw1uCdsLhqdDbztF5jX2nDiqZ4J/T4P2Tf4Ji1RJFwPx2r33l3+Ag7CyRVr++xSIWP1nUFI87uYLZKQFdfFLLB0w6eRuPbxlkZTrz2xc9qYxpEaOkOK+4K/C6WwitDE+q8JG394rRvw/155AMCmaeKWvtHKkUIhIfSPuqE/PpB+/gw2ce4fFizE15h2Eo+dUP/Q53rX2MA49okDWzXNX3emulVDmD8xVBHMWsMDjgDP4M+Jare0UkpotVdDUQ1DadCekw0F0u6nvJlZ4qcySFRwpPMZexcSqroeB8rcucNSX3h1I6F0vKjqN92TM4MUO+VjA+dQCeeumPd9L2hqMPoS4EivBIuhnqrVBq0aszeOKmv/soGfD9ecHZYsDxJOddX/sYmYmi6bYKCCoxqlWdmsiT0ODYMWLWBKrUDiUItUwxqLNMIwxTBfDqlKu2Vbu2QfrWhcock36Y1A080p5G9GLFUlE5sk4o+ujsm3Ht9BUtu1JX8sYT6uQkQTHukUXFbU3Slh3TrIkV0zGYtJ1IpLYmw4CPekD2XsODmhTVoif9cmkSWKPyqm3XzKm0RFzAvOn7x2samUFubOcYFBeTw2D+JfbetRoHnwvOmsvoYo0Vn1iiPVAnaGNCPSRKv40LW/+E5z9+3xcoQsqFag6H5z2Lj/M32t/l8eII7cuhhlvGs6rQmcfFwjf3REwiVu2EdFA1EbzRBINFDCEz+QSrdVC9nAmLzjT+JFgFroAYhOK3/4kt/hbRXpEDfYmIPrKAZFzyih2h4nvY7xJ8w4hxQpiQVKhrSeLCVvmtkhFA7AanQnGWI9i2IKkyJc1rYhRK7w0+Akrt0yo4/Wq5oFr1xtxJNlUmIXQyXG/I+OgcLkb0631dYFoZUlRUnYyTv53x9s+e49HxUQ4n51lwObe3V/lHP/kV7v6rO5AqwY09o8UUBDZOJsw/U9I7npIU+tm0NgLjGb33dCeqpIXRAWH+ac94Rn1E0RU6lzx5r2I8n5KMvVWoJ7RWCy6+vUN7xRMEDjw6YLyQ0T+ccummNuUMzDznWXpkg6qTIWVgdCBVFs/RFvP3vyxrfYu9Ir3ydTGRusI1OufYXMRVkI7UMXcvei7eIvz70/+TOZeSScIb0g73jXO6X5qrJQdqDRoxbRqnUFBrzRqM+4bd462adDIKhwbeidYU9ohJFguTjb+rjkUUQ3XktUCYQTdR595Z5BqTv7FZR1TejJF4LAxSeqnxhseqyhi7asXkZhBqTnxs9O1NP6a0QrDEMPUoHeEKajqpK5SiWXb05gxWDRqTzelAKWexwrdqSV3w5ezGj7ubuPhFCCfCVLEyV4xPnwz0Wk7KPcQ5xfsgRmnKJJJaQTA2JqlaUsNd8RpobkFhO5WUBb9Y8mxxUD/H4Fj1XYYh40I1SxFSxvPaUzgpAq113UrXOUULBGJltd4jyqMu2wneWB/KasEi/sbJi+HYWmDl8LnGVr6TGZziGy2XCe0WUlV7xKGPtsDiTLs96rUb7dC30obnHpt1RKZQxPRTt/XHqJchsWrfmknTjMXnqSZOgUmVyrraVajx+GBJ60hRDYlr+Po+ctJD4+zjmKKTj7sZR3POZA1CaTUCE1G/lL7eWXgrZMuXN0iX16hmctZvPko539bPSYTshVXa53ssFwt8dePNHHQdWpIxKy3uXHpM1Sk7wsZpLW5KB16j9FwMTrTrbbTnkMDhb2zSWVEUIdsIXHyHmITCmNa6t3yRI19XBk3WK5m77xxJv6TzonLwy46webLN4JAuLvlG4NCDBXnPMzjeRSpP/2hG0XGsvyFlNOcoTh7gam1POHrxgWzgSYpQl60nRbDXYLjo2DzuOPf+wH/6yK/RdQlPlvBYoVLEH/uDfwxOk3vpQCNtVztsq7A1mKNqNQU1UXLXTUTHEe+ehEwiVS9++aNee9pTJ1DMUv9NVKScbOUXGSV1U+vJfZQ5tzi2sktNz/RWtFS2daGqsihloLsP4hwCDaVyQgnTm9RDYsqeEU+v2up0QaP8KDEQo+aYoO1e8FZlGmrqYmxlmIyVdxxrBaIEcSwuq/MdUFe0RuirduY+SiPo70F0zroFVkGz+H9ifUNMyrp4f1R6DbQ3bLN4665CdymLB3uczi7xvzZu4nC6zm3t50jwzLshh5N1Wpc9ufGaY22BqxooaMtnH5OufjKqnfg8J79REfIIQZ2eRdcRM1Zn6ZqdAajjNYcZ4Q43VnZM3YwjdmqKcgLOKfPHjocswbeyBopxTfOPkCWmMLkDLXIimo+PUnmTK3gZCOh7sLpq1hbIHS0mZU2mQa+D35ofiIuS97j+WAOvltUEZFqNnJ27xNzDF8mfXyXZHJGsaeMH1xvyG3/+Xo7kG1z2AyoTnVvzY6oPXNbipouVwi8tV+8y8/VA52JJ+7JntKC7y+6LnuV3z5D2tbo2GcHhBxST97lj4fFNsr51qdoY03pmBQRGZ45RzOfMPjPg8L3rLD06oGyLdTjTYK19boPuuU1al0ZUnZTuhYLFJzZZfLJg7tyYwbH2VV/3PeHofSJUudOS/QibWFTgykDeCxy7d8CjP/ErHE16+BB4R97GB+Hnlm/hwEPCaEHqwqJoMXqMmPhkJ5woH6DRrUZ/NWyQUDcPiUVVybDRPo9wRDGv0W6+Ri3UFSP4uLOIOji1poxrKnQnE611NybDr6OSZlR7jAqYWY+60jXvhS0U0cjjj9BPMmoWDcQqgo2Jk4waxxmLrCJGHiP54QGngmdY1F9aB6xhqKGuKOOc9ql73VYGu9TX0uarY9TdSNQcilFRXPC0yUlMCJu8gV3XYFRUQrNTydf0/0UIqOxQt4Osck1OH5nt8flLP8QDq6f48to7+OSzf4cHN0/z6Pg4v3/pByhmhOEBbdDSWvOULWE8a44xYauTM7zXFVqVqbx6qR/DBDxRR7YuRqyNtIJKAYQmCgci5zw6w6hD7vOkdl4R39+C44fQOHCwylFjt0QM3RLGeH8lmya+fSw8MhpjrNeo5/AqWIjSDsAWdc2dzo2LVKIyB7ojMnaRCdXFcSb9grJtBWuFRVSJVSp3WvV7h26bamGGt/zWBte3LvBvLryHEj0/Q/i33/+HdC5X2hMhoFDeSBVRk3FgtJgwnnXa82AY6nzicClh5nmNwF0ZOPjNdYITXrx1ls7FMfNnN3HjivGJRfLlHm5ckV/skwwKSB3JZsHcsyN9nwIO/+UyOCjnW6zc2NUdZEe59PmlAW5U0bq835qDx92i0Q3Fa2RftPQmGy0K7/25+3mxGnEiTfAh8LVhxbtbGR/9Lz9ElgUt8U+Emecrhot6wzsP3toF1kVMpcEWs0axFEAUpnESxdNCXThVZaIdqESaiLzOI+iYS+snW2aNs48MoXSgDtsVjcNTKd4Jud/K5IwNU97eVzZfD/SPKb4dbLEYLxgjZiOQ9RVb9plQSxZ7XdxGSwKljr/KFBaL+YHYECU2/kiM3qiSAqFuzlJ1hHwtMFqyClnj5pczMtGkPODnTHUy00SUz5pFBZrkb6yojYluZ9fMZ5oDREyyeNOopENdgIpZTYK31gLFjOYQBocNU183CYt2E3Gng0Apwkw24h8c+ku+lN/Mj88/QPdAyXfLJU6nq3z+uR+0BL9DKl83v1EYyFN1tsZCEaIJEmoIY6vey+R9bTuMlkMKbxRQV2u11BH3Fp1qDTDcuGIS7/ZZgisqYjPskDl86pog3DBrTYxqgw8pfL14SBBCbpF8IoQ0axxinFvcIWDziwtDlmwZy/+PXZGwfan/G1k4CK6sYFwieXrF65SB0E5JNseEIx2dfytD+iNCmmjB2PomzHXr96pmc4r5lK9unKHrxrQkY80PmHdtPtDZ5K6/qddv/qzDp9A/Khx8pNTFX5pKdikDVceRbgZ6pwTIjfAhrL51jrItHHxogM8Thqe69I4nJKNAMd+lfSmweWKGww8UDA4ljOZdLfsSHPS/76Dt5h3dSxX55THOdIJkVJGI4Gu8+5VtTzj6qD+fFNbYwauDjZRLV8K/PHwvs26W82WPJ8suzxYH+fmnfoTWSqgj3qoV6J1MSPtKz0tGxk4JFvFZu7iyY0qItj3e0kEqwhdGiYy8+bKr7Qejnk1dfWlYdBodaGGwQ1fIV22CThea4IxLb++VWdl01RLy1VDr7iRxV214etk28SRz4m5T+7hKog56tOhqIS9XBcosNvHAmoQEU9YLdfcu0Ai8c1n1Y7RiONYEWCLXCpbSPnWFoJSBxDLFfgLiKmb12GhJKZKxsAkauEWLkFTsrX9USIe66JUdXbCCKKRUzpjURNVgonGnFFJUjdTgqsjNHx6SuiWj+EA6UNwzGcCp7iqPjE7yrfUT9A1PenjtOKV3jMqU0ZKrBdtK07pJh4HRYkr7cqkLqCVko/yEti1MNQ9QGowU1DFp4hGGBzPal5RpIb5pNelbiRU9WcRpkTeVt+gf5YRXipFLpUqQPktwQR26T12tAzOJq8fWd8QoOEjDWHKxJ0CjKrmThUTs3jfWitcq1Pg/EGs4spPkQbKNR7/dIp4vOm6xuYYIExVecxIBpABKj5/r4HpDwkIHnzqSqH9fKaQlI62Q7SwPtFlH6lTWuayoFmZwG33tJ1v5ekfUO57yR/e8mzv/9pe4fzTmdOppS0UVArfd/ihPfO5GBkeo+14svyth6bFGX153a46Fp5QzP/dcqYVTiZCMPcmaLpTrN3Ror1QkQ681DgXMnPe0V0pa667OD849V9K+MKrvo/7xDsnQk5cVrUsj1q/v0l0ukBBIN7RmYHTw6gumZEvD4F0yEdkAHtvtcbzKdgi4uNuDeBVtOp+9b9fanKbzeWV7Ywjh8CudtCcieuCxEMK7dnsQr6aJyH3X0pym89n7dq3NaTqfV8/2RDJ2alOb2tSm9trZ1NFPbWpTm9o1bnvF0f/6bg/gNbBrbU7T+ex9u9bmNJ3Pq2R7Ihk7talNbWpTe+1sr0T0U5va1KY2tdfIpo5+alOb2tSucdt1Ry8iHxSRx0TkOyLyyd0ez9WYiPyWiFwQkYcmjh0QkT8RkSfsccmOi4j8B5vfgyJy6+6NfGcTkdMi8mci8m0ReVhE7rLj+3lObRG5V0S+aXP6BTt+vYh83eb0eyKS2/GWPf+OvX7dbo7/pUxEEhH5hoh80Z7v2/mIyNMi8i0ReUBE7rNj+/aeAxCRRRH5gog8at+n2/fCnHbV0Vsf2l8BPgS8DfhpEXnbbo7pKu13gA9uO/ZJ4J4QwhngHnsOOrcz9vMJ4HOv0xi/FyuBfx5CuBG4DbjTPof9PKcR8L4Qws3ALcAHrVn9vwM+Y3O6DHzczv84cDmE8GbgM3beXrS7gG9PPN/v8/nREMItE/zy/XzPAfwS8OUQwluBm9HPavfnFELYtR/gduArE88/BXxqN8f0PYz9OuChieePAcft9+NoERjArwE/vdN5e/UH+B/A+6+VOQFd4K+BH0QrE1M7Xt9/wFeA2+331M6T3R77tnmcQh3F+4Avoso6+3k+TwOHth3bt/ccMI+2ApFtx3d9TrsN3ZwEnp14fs6O7Uc7GkI4D2CPR+z4vpqjbfHfCXydfT4ngzkeAC4AfwKcBVZDCFGEenLc9Zzs9TXg4Os74le0zwI/S9N25CD7ez4B+GMRuV9EPmHH9vM9dwPwIvDbBq/9hojMsAfmtNuOfidVpWuN77lv5igis8B/A/5pCGH95U7d4diem1MIoQoh3IJGwj8A3LjTafa4p+ckIj8OXAgh3D95eIdT98V8zH44hHArCmHcKSJ/62XO3Q/zSYFbgc+FEN4JbNLANDvZ6zan3Xb054DTE89PAVffH2tv2bKIHAewxwt2fF/MUUQy1Ml/PoTwB3Z4X88pWghhFfhzNP+wKCJR42ly3PWc7PUFYOX1HenL2g8DPyEiTwO/i8I3n2X/zocQwvP2eAH4Q3Qx3s/33DngXAjh6/b8C6jj3/U57baj/z/AGWMO5MBPAXfv8pj+X+1u4KP2+0dRnDse/xnLsN8GrMVt3F4xERHgN4FvhxA+PfHSfp7TYRFZtN87wI+hibE/Az5ip22fU5zrR4A/DQac7gULIXwqhHAqhHAd+j350xDC32OfzkdEZkRkLv4OfAB4iH18z4UQXgCeFZG32KE7gEfYC3PaAwmMDwOPo/jpv9rt8VzlmP8rcB4o0FX54yj+eQ/whD0esHMFZRadBb4FvGu3x7/DfH4E3TI+CDxgPx/e53N6B/ANm9NDwL+24zcA9wLfAX4faNnxtj3/jr1+w27P4WXm9l7gi/t5Pjbub9rPw/G7v5/vORvnLcB9dt/9pvSUIgAAAGBJREFUd2BpL8xpKoEwtalNbWrXuO02dDO1qU1talN7jW3q6Kc2talN7Rq3qaOf2tSmNrVr3KaOfmpTm9rUrnGbOvqpTW1qU7vGberopza1qU3tGrepo5/a1KY2tWvc/i92d+KyWiY9XgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def grayscale(img):\n",
    "    return cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
    "gray = grayscale(image)\n",
    "plt.imshow(gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x24a05722cc0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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wysZEq9RHieKkxzVxF9+IjME8yRDGaOkPljyT96JBAqiY+98rrtsZOurtdYjgt5GZKmHr6OaGBatAf7fmiafv8/zedfafh3KVBVAO5lfHSl8JqXA5wKu4VpifJnyzmxTJAc8UTHnH0gyl9RVH2GRLd4BuehPu47qMio+MsZzN1QIEZocxrxkT1v1M8FvBqaKVNy9SFU0WoJYopFLoKofrGYkNALGymAOq9LXDNwbLIN5g0mzdu16hN6GrQVBvAleBtPCkC8HgoOyNAhQbm7OiV3uGKQvj4EjLks0jNeohrM2L6RbZa9okXJdwMWbMvhtx+QH2HOA01+88uKG5pkOdQ+cVuqjtu5VHRfCr5jss2F17zwT9d9N0nuguRrr7c/6gu0775pxqa1h9sQbXGL7dLZVUZjw97uCMNDOzNLxZUJyZIJfsJRRnmoMXjNCGPXz7u90z697luMAg5Kcb1jcGTQBmJeXg2bhosrJpmgJem7F4VSjPlGKTslWlbJ8QVk9krC1OBv/dIgbZA1A3eWtwF/Ni1aCEy1v+04/9Pk6Uv/+Nz7A9rHFrl69XNEww3ST0c+XkGWH1WGFzkXb9dJ2OTJchuKsZskkTSCYV9ncqLFYwBoCnsJTsLNlh7GkZ+TNPfZVtKvilFz4JK1M4Gh3/9OVnOZht+WtP/Ss+Vt7i+e4ap9GwydNUcxZrDvyGQiIR4YJf8/HqdY7inF9++RNsP3+ZbqnofjxPJh5N9LeZ3wffzjGM8wwoJanwue11fufwyd36GYO3UJz0lEeNeUHO1ot0NqkD3jsI92F9WXD7QYhnJ/xFMcWbrx/Xc35OkK3ymDHzTlm+5Ln3fQuqx1eE315QnJlw7WYO3ynFWQQ8rre90C4NLtHWPBIVCI0FW2MhNAdCvxD8xmIAA+afSmguOOZvJlyXmWZZoJYx4/LB0c/8yIrra7N0fSsG2zihX3p8lyDDKq6J+A66vSIrIXCFjl6xQWVKcdZnRVngogVlLX5k+1ALR6w83dITSxmDxn5rlr06Y7NJD3GZvZLRkITtpcD2UiA0yuyNLX7VgipxFpC083qK097moxCDejpTCn7TQZ9wKdk6CA7N/0G20DMubx6fR0sT0XFWjEYXjjGO8G7b+0LQ0zhmrwa6A093WFDfd4bDgz1I3WHGCuPkdwvzBPxel98sTMBvbDEMm3MM0HrGgIdF7qFfmvUigzU8BHWdud8DvbNcDSwCHQNsA8auXkilEptAdSa0B7C9IoS1J2yNbXL6wR68Eo7CaN0OsMl300YMP6hRC6uEDBBPSHif2Ftu+EtPf4Fnqtv8g9ufYTlrmD3W0nSBGB1l2VP4yOmqpjuucGsPOZDbLXbeEhliGiAeF4XkdQxeTmGkEVbK/+7gHD3X7wcVm3kGym/e+hC/2n2MszeWu9tsPJv7+2zY5+f1x/iz17/CzebC+N2zvqRNtoSHgPk8tPxe8SRfOrxO968us38z0Rw4Tj7k0KBIvxOQ5ylFw5jl3J/jOPT8ZephHlpudhd5/fgA18s4tsHKTKUz68xl6CulnSUfpzczYwSR7KJOXoNhtSLgskDoB6XJOBZjwTDi0SlYXEQUZneUL718nZ/8yDf53JPfx9X70dgwarADQHnc2/dKC1rGSkboxjcT6mKCYmVzFtaZlogpfr/NY0l5n6GExqC/vnC7Maspp4ERVJ1YnyXpaISl4HDsWGip9PQLN1I3XQ/1nYY4DzQXzDCQPuFXHbNVR1wUZjX3u2fRLQOxknwPiIXQLhwpmHvkO4tVqBP6SgiNEjZK2JqVPsTNhtgAquAyJHXcj1h7WHVIF4mL0hTHENfCZFlaVHR7JX7b49fG/XabzqCgMtizb7vMbqpwbY9XRWLIezHZ9fLAZnqH9r4Q9BKzlXxq2KJvjf6UgowwCwJaJpI6mguDBQPlkbA6LMFBcWZMgilrZWCgDE2zxakOmsvJhGUj5621vKlThWGqyRa7j8OGGqwv21jdwpHmPUURaT+8oaxt96zWBf7NCokwuxXwG1MisRa6hcFQ/yYt1Ynrz9zl2Ytv8oP7L7LvzKLdcxsWrmHPtTzqI60qn/jA/0F73RnMoY4Wx0J6OnX88sn384svfIrVzT1zR3vZcYUHWKeXUdmlYhDyDz7AiTCfCv+JHFWnb/NF+1A2nrsvXbI/ByPFARGKE8O+33jtEl/ef5xL5ZogkSYF+uTPMaL65DnrKu5ul7xy8zLLTJsNG8U1QnTgGxtPqnQSJ+A7s26mFr2AFomfvPxN/uTia/zD+o9xOFyWhUGslM2VQD+bE9aJsDHXfbfhGYW6xAcseiYepCMLeoiLYrTeba52FNFUGMvEDdZjk1DniJUQtsriyzXpI8Lmow3pq7Yh1pc9GmB+J1Ee92Ytd8mCtDFj9NEMm0F5uF4zw2rHQvGtPV9JBnHYWjEqpIsWXJ6yjIp1jx4J4CnWyXBxNQt64JjHypkl3xoVuV+Yx1Gc9iOVUpJSHBl8sb0UWD9WUZwV+CbRXAz4xuCW5sAbISDY8/EtVCcJv1JSaQptoGsOFFGfadeDt0BK+DaNQdUBZpG2x2+9Yf9J8Rk3VxF71hPXO84Lur0520ummMpTTwUm7FMyeG/A/YsAvWH2KgJRcW00D6DwdLOCVHn48rdfstP2vhH01X2l2zP2S/KTDY8J5n6hUKYcR3NUR/YA1At7z3nj0251tN4HoTPgwCr2oFN+2P0M5PEtkoR+4S3xCnYWZxQoEnSG30nMi9DpGKg0/rhJQakiRdmzXPQcn8xxr9dUK0t+GWiFqYCwNm71yYeM8/+u2mAIObPkH3/mLv/DR36RZ8KaA1fiRXATXCLhcRQ4hJ547lZRFS+BP2jht+4+w/YbB8yOxZRehmWmMMWQkCRp4NbvrLJzQeGphTlclxWEDhz0abB4aNPXk+Qa9QqzRHuxRZNQlJGzruJSaYHxpW9oUyCoULlI4SKbWHDaVcTkqJcNZ59UTjcBaQXphbARwkroZ2q/5RnxLkkyBmnfkmD2FigHpEzcKO/hRdm0hcFhWfClgPHDC+jmjrB1+NaPEJgkzUFM++2RqTJx/3fzKKPy6GfOsPQhqD1kIU2gPFH7zhBrkWTGTXmsfP71J7h85ZTDZ6/Q7ivdpYjbOKojE1zSJ4MIggn4Yp2TqAYIBrPUXZ8Iax3pvoNgj6XRiV2n47wm78YchYFtg0J51E0YXia4Y+3su0Fp9zzFqsetOrR0hJVRTbXYMXRinWGN0hE29vA2V03AF+s0JhjFyp6Fby1mNPU4zJMQquPM/c/8fbtnHO8ROuu7a3O+iwN1DkmJcNYSU5GxdqFfFKZQGoOMRminN6ZRsUlUd1tTCqoWXAVk0yKr7XmGVkxQl2gZTHl0Eekiuih3TK130d4Xgn60lqYedF7MqTKhHGtFCuOvhg3G7ohAqwTdceAVJjjyBKrJAn9Y+M21SBBFew+ZYWOJTcapTR7inhBOHOHM8OhY606BDL9TGISi68AG2B7usXzFGUd5bUlLsYZ+bottsMDkvPx95zZsZIVwdct//uTnuOo3nKpwp08kFbbq2GpBRDhNM1r1eJQ4kaS1dOy7LVf9ipe6R9n0FhDbXkvseO6yw9a9wVqj4H27RyecEzTTPp/LCZia91OF+aARnd0HmfU89sgRP3vjd9nzG1bJElH23AYvypvdAcElnp3dZM9tAYgI21RwHBe8eXmfPb/ldrvHr778LM239qnviGWKDsoswZQ1NM0KHYcxKPTJOETBl5FL/oyteto+2FqT7E1PFF4qhV6MCSO9CULLZt15noPwP/8755/9ACfEOmO/wrkckDFRLsMKKWfRSjJLuVgpp9/c50f+1Bf4lU8skFdr6lvB8O4+Cy9MoFteByODBIV+4fHbnbcw5Ez0M/MKurnQ7gv1fev2IOSaSwGJUJ5kxtag6/tEWEf6mYdsRadgAX3f2vpr9wpm6x5/0iJ1IM7DODfqDY4ZPGxJRmMtjx39whPWkXDaEutAKipm97JXUuzgHNcr3dLIF2E92ZA5sD1SereZJx+NDdRfqOgWwYKvm0Rx1OC6RL8sSCL0M/t91/QkAlrkhKs+mfJqTGmlKtg9k0F30hp8g+QA8bgnTBmoF/O6+2RewHdRp+z9IejhHNY7WOCpyKnzCn4jdI1HGjcGSt3k2Zzjnw/wwkQIjYIoLygU0s0Z1YkzKtyQqp4x6W4B21oIZ0J1ZN8Jaxmt8wES6mdG/VQPunbUd0zISw4Wp3LYfPnnvWUr6ncJzlsmqXL5whnrVPLrq4/RpILDfsEmFhx2C1Z9SRsD2xiI+QebPhDV0q0LH5mFjj9x5Vs8VtzHO4OuUm1sBneWWRdq0IN+h9UxnePdc5xY/N/2S+ct+xE2mSoFFdo+8EpziblvKSRSZO3oSZzGmlVfcdgvOWQ5KrQmFbzRHPDK+iK173j97IDVnTlVQ1a804V2vsvjEM719/y1Q3M+UUvHVv052ufQfRk8k2xsmBIwJSeDATJcH3de4luDvrv1bOUPdmtJMsyB6GhNDoqU4Xdz0BMM5kzqqGctfVtngyn3IQuWVAwwhmTWiK2DWDikMOiGAZ4q7TuD0WLBWiMwDGySWAjizeqWqIimUbiB38GybtffWMiOMAHGOpIdL36Ed2oZvQ91jn4RjEmTha3fuAynpDEQ7zcJFy1bV11m+AwMHJcho4FkMfLjp/DCwPozr8xgQNsofW3sHtcl/KbHNX2ml/qsKNTguz6RymzF98b9ly7u6LVTOmVdolWGhrpkUzKB/N5te/8I+glUEGfQJoNaXGduZyqE/qigWGWKozKm6g/WP2TLZqjLMW40W+wDm0YdVHc99V0yjpfLIyyE5pru0vTnkW2hbB8B1Nz+2W3LBFQF+qyIgPK+UB9miyg/r3ZfxsCuuZtWgqG5Ggmn9qC/Hfnj3NQIaJmYX1sxLzp+/qs/xva0gk6M798IvhGzvoe5lAFf3FmoYWtz+T//6OP8zR/5J5w1laXsH3n8RgjrXEIiGU21j0N5gh0MM/ZpgscPY5hi3sZV2w3u3OcJBBmvG4W87gKhqXUcn8745W98H91xhd/rKKuOurTglaoQVfgXPLOrFQP0vSf2jm4bcPcLXCsUCuWxsHgjouLNyp4Pnt/bwEm8jVU/eVOdUlUde9LxZlzSNoGyn35hdz/1mUqbxzlQGqd1gyTX8Nn9+GS+Jrc1mupOcGcqvrHG8hpXsbl0Odu13XP0M3u/PlR+/951nrl8jxdPDkZ2FQL93BNrRzd3tHvmNYdtMnZWD84ZXbLZt7INQ9mEsLFx+M5omqEZqJu29n1n1M3monG//UYybTlaYLIQNpesXME49pQppIUQ64DPgjFVwpAl7uIuhueTWfTd0iPR4J+wiaRMQ3RRMyVy4Mw7fGfMmLCNu0er9j3phuQpC/5KFy27tUtISnjvcuA5y6DCArJhG/GbfmTaEBXZdIR1O2LwLhhlNLnCgvPBGcy51fwQBzfPkZY1m0dndHPTOMUqUd1vESc7b+BdtveHoLe5zwlPJmh9Y4JnsDh8o1RHIHFICLEF7bc60iYhC/kp7Y9hAzDWtNEAzZWI67wliqyVzVWhuRpxlxucKIVTm/MBykiObi8gWjC/ZRsz1rB5vMcfdOjXZoQNdHMyTjnClOfGKUlG5ge8FS54W6GfN/yNi0fcOtlne2+GNBakdK0pHt/ISO0bxpxKpVtCnCekFxavOsrThDsJ1K7j/vGC+W37Yd/C2QeUi5+4y0G95Y2TPdoX988ndjHMMW8Jyu7YKXJ+0INwnCg0RWzjTQY/WrJZyEnj6KQEp/gzR2pLNkXBJihSRuP1qwn8QUmoAo03hlDjCCvB9TY/xZlSH7b0dQXOIX0uHVEMAn+3Xmw96u5v3Y1jEMD7dUMtiXtxSVqH0cMcKZbD92S3/kRB3DCXu/tJAt4pyXESoJ56p4PSwBsbKnnBsyt+5Vs1Ie93EMzNF6/ww5/5As9Vz1gQNWRLfOZoF5aJOTs0vLqvnQnzzqzkZt/2XSwNinStUh8ZPOkbpTzT0RuPMxPUEq1+TyzMWu5rR3kMPnsgY+mRrU6yesU8CQfthQI398bx78FpGr0FYwDpLtCbDDJybRyZT4IFOyWp5+7+AAAgAElEQVQm4rKknRX4tt+RDiLG1Rez3F1nxeSSy3kLajLHbRsGWGWgSQIGqRQOmQVLrNovKe83uKaDzvDkQSCrE+Pf9+Y14IU4L2Gg2g6QTRHoL8xpLlf09Y6QIuooVg7J8NzAmHo37X0h6NXB9rLx5LnQkTqH3C7PcZMHyzTlZJwhuDJazDByu99OEA01SAQoj0Cix+WiUN0Sto/3+P0WAWJ0uIH9AGjvSL2jmHW0j0JxUlIdKf4YZjcD3ApUh2TXVCBBdWxgfHMpu+QZypEO3NY9oAHewarPgkDmPU6Utgv4vQ5dgkah3wTc2o1soiHNX6uEzHpcsABfWgck5UzFCBf8GucS1ZGVaWh/+JS/9uznuBJOebM74OW9S/za0cfx94Zyh4yC6xx98rt6zhmiyP0DxmC20TYnWs/lv3sh1fn90orLaRI0OugFv+jRBOk0UN43z0RiZmBtsoubhjVmRfD8RgnehJHrZSwCd64C6NvFDybt2vyUWuBeXFq2rZ4X8lOoEGCoKvmgB6fD8x0S2Ka/OVzndwrmXCxkCvUMCiXYGrMSClDfV1aPZvz8nrJ8MXDnU0vSJ09Zv2CJgNWhUJ4q5VmyDNdNzMwhEw/NgfHOw8Ys+Fgaj169sL1oQmhQRuWpUp3GkW4aC1Mkg6WPs8Qs9RZ83Vxx41rybRakjZrF7gWtwRWemLNXh3IaxVopVomwyYlLk3k1j8KZ4G7jyEv3654ygd90lrg1MJu8jLkO6gcKpwloiQr5Wp2XtjRb48ADY0A9VlbmIKx6JFMlCQbZDAKf2cyUSp+sPo46/KpBq4K0qKAuxz7EeUDU6kYZCqGUp+YxSGNjcuvtt1+gD7T3jaBXsYqDbeORjaM8tWSMYYFP/w1rHTM63zYQiH0msOOqq22E5iLgoDq076ZgLuf+NwJ9juK7fmeFDZALCQvqbHeFotaPGVuFBK5zhI1ZGbEWunnGMyfBB9/k/gbFnwmq50u92ms9v9lzH69cPuWkqQkhMq8b+uiJydFWPZ1USAykeULrCK2z4nDbkuTUyuH2E/yzVK76Ez7z5Mt8/sPP8vRnXuG/fvL/ZptKfn/9JC+tL/Pa2QXkdBf8GvpyLt7xXTSZWMW67LnyyAl9dDiXcALBRwqXrFaQ6LnicQBd9DhRuuRouoCqIKIczLa8fvcCNI6LX1WWrzcjb1mdWPauCCdPDtZRtqSnwlXJeRpZSQ615aaPQnf/qhMen53gRSwrtnkQ92FULiMxYCADPAjJTAT9OE+Q8xYm62IQ6NNrxr/zXHmr1ihDcBdz9/3WOOv9XCiPld9+5Sl+5iNf4v9038vm3gz1Ab9JFJkKafe20gHrR0u6uSmCgTMfGqXYyCh8ERPisZDRmxjjCMmudznA6reWjdpXBhMN+SpDGY5ilcbs3LDdkR8Guufw95Cxm4IQWst6HaCUOAu0B4FY5CJr20Rx2uE33U7ID/VlOqMsplw3xqpUZnhQctZ3ZsUMpShQK5FAUsPhu0h5uDUBPsXanYMUjR5bl8RFacpj20GMUJXj89XCk8qBHpsIqw7XDMqEzOKJll8QI+50Bf27Z3S8LwS962B2W0kFuK8X2c3ecWvT0MuMvcsUHVAynmcLXnUSMJ0IpFjB6gkrW/v68QFHbywpLjR0xxWz14LVBGknmx+MFjZ4hdnFb/dhe8UwfH9jxaLqWK9q2qamPLJ7dHsQa8sQlGh7ujhT5rdjDg4VmWHAiLmOVSdlWMw7zaZ7PZ+4fIt7zWIczwZMKFaK7jliHQlVTwiJvnekaIuzKIzf70TpHvWcOuXPPfFNnglr/tvH/ym/9dPf4sfmz3EnLviD7ZMcdXPubJbcvHdAdejplm/FAd+OnfLgB2/xULLCTZXy5I27XKg2JITS9SQV2hToU04IylmnqjLWay9dtNIH0VO4xLxouT4/5lvHV+lOS4rGMjb3XlPCiVk66oYInFCsC/o618ofcO6JwDTYS9CccXmOQaOcE8ga4NHqmKjKq9uL+I3sYMHsCDQX1TK55wmqiAsJ5xVxORV/yD1QQZOQkiP12VPpBOkd0gi+tdjQUMzsLXDg2yhhG1veK72yfCNSnjq2lwxL7l+f88j3nPCpx17nC/0N2v2Ce99b0e7D3ivK/stb/KpHtj2zIMSytJK+efxWoTRR3U/EmaPZG6pZ2n8xc9NVLB/GtQavpBzMTQoSTAiPHnufSyd0uS5OIeYBZqUViwzVdoyJVSN7TWzfpNIgqO2Bp1sOwWQQFfoU6BfBipfFnDG7btHgiIuSfh6yskm4RnCbDi096t1YfwYRJGP6kumog6KQNo3X4Bw0Vp6YIpDqGWlWkAqP33RoFZAuGz3em23XxvF5Dsl1BMfA1R/yEVyfkE1rtMt/7xKmdJckNTvMhZEEhvLD5/jaU2touhFhDERJyqyXrCQ2V5Xie074Kx/8Ii+uL/OtL95gedNZoGegcRY8sIN2vzHupYEa1wl+LXC0JCaYtVAdmQUyWFSxNOu5OLPyqnuvNfhVR6oCi1u26STtcGLU6u9LdsGHhxgr+NCTb/LXH/kNaomjhTulTQ6vPYqfDKKQhEPxWagUKAsnFAhzV3HglBt73+JmFL7SXOf59VXutzNWXUlKDsnnAbwl2DoIvqk3NXgiA5ww6IfJs0u1UlzZ8OGDO7y+PgCgzdHsLic/tdFzsqnHEtHjGJOz5KgkOKdcurTmtdUF3ri/x/zFgtldzclrAWnLDGUMmJ5lUsbKWFLqHsDmxzHwbWEpE0YGUahPXCtO6IA72yV+K+dgm34O/Yc2XD5YUfpIVMkemIxjUUzIpyT53zTi9IO3IgIxCpvDmvKepzqSkWYriezm29rRHFNQbwI5dClXjLQ16zvDs2MF5bHj906e4Mb8Pt9aXuXe0/Nc28mSq6yypLdCW9to2aTCCMeM1SR7NyZRDcXMDH4hkySyF1lJLpRn85+ykAdIuZ69i1AddcTC0c8d7UII3uXCa7nEcIJik3ZQT2PPvK89m6uB7WXJFTvts8UblgEcTjs0OJpLxnX3jZ3/wGCxk3MOcimKVHiDR5IisR+ZMVo44n49VpeUqDvBrrozLMBKVDiHloE4K6w0sbN7O7vAYgBNZ4FYQPqCVAdS4UhVQSwdxVk/JkqB4o9XaBFIF/aQpuXdtveNoC826RwvWCcbbngY5wJmnH9ttemzlSTkandw+uGeH/vk1/ng/C7/8PnvJ/7BARfeUOZ34lhbY2RCDO72hPpm6ernvYNpGYWh/yNts7IOtAfK4hYsbnZjZH97bWaLeGl1SB5034eNlJhslgsdf/7x3+XRXKirFmEu1uFCzpdMNs9a8IOSUGGtHZ0qHbBV4U50RAQfew5c5DAFXu0vcLvb534747idsW4LUhRcmDyDqTB8cP5HAHk3F2/HsgyXtnzPY7cAWHclXXKsm5IuGkUx9o7urKS4Fzi71CNlOu/ZZBpjMetICC/euUR3UrE8MuzYnpPQXipZXw27dRQyDbZ+wOplt2aGMWquk39O1usuv2IojX3Br4gKx+1sZwBkRlc/U0KIHJ/NiL0nNparYSUlZPfviOvL+KM6mdMhQc63guvkvGcx9VgVK9ccGA828e3OswUjJwyVLcMavvDaDX7ke5/nyYND7reXKY8suc+3kc2jNQNzR3KMw/dq0Fdhc2HBVVOgvtXxhKbhRCjX7fbVUMtdUrbut7bvfFQQZ/Vz9hzdrKI+jEa8yDV7UrmDiFyvhNUQP3D4Nlk8IQjtfkG7B/W9bFy1xqBxfaLbL1AvFGcRvzV++1AnxjVWrkCWJSk4tHLn6r9LZ9CLzbMVMVNV3DpBTGgVDHLZdkYDVTVc3jnwjv6gsvtmhqDb7koQpzLg2ozfxzQGeKVPhE2PqwN+1SBNj84rU+xVYUpi+K132d4Xgp40WAS7Y8sGy30qaM4FuKY7cbBwcmsvCGcfb7n++CE/+/hX+Pz9p/h7n/1x9l5ylG0uhdoqxXGXGQt2mstQNGq8ba5nMR6pJuwq1hVudEVdaxlv3b4fA8dxZqf6hHUklY72INDNLXtwSJ6aYrf6wHiG8bmQ+NLZDZ7fXqOQyJXilB+ePc+Hii0RpZZAVOW12HGaCp4MHXtSElU5TC3/fP0Uv3H0LMdtza3VPkdnc9ptwBeRv/rxz/N9s1dIOO61S067mi7mBKDGmxAa4hsTJTs8G0nZiB8U3pT1ky3PsBbqu5mS98GG2ve8cnaRN4726JpAOisYKZa9ELYGVajk+iUDR7vM9Y4UuovC115/lNg5o5fmQnTlWaI46+lnlvLuOx09i245VD/lvJc2me9zwc7slQysGOl349Mqcc2fslXH4cpO6Brx9JCzuJsAd42+Wq/t0JuhuuUggEfGTRaOwGT9ZepwaYF215hA7RYyGkPsLjVLPgta1BKmXOazSz8UpdNs/UP/yoL1x0v+g4sv8HvVBwkbP1Il1VlGb7FKVlPmfhwhFVNkMgr45E250FrlRjccpDOcUobRFMfCbQ6kU6Nz5oNKXDTGTe+MomwH8uQiZ15wlbP3ctaqqmH9YdVnK9lRHivNRWFzVajvDmQIIKrVuVk4FrdMcKcq4GJnQrbrYVYiTcR3Vs6YoegYoN6PwVo521A0+VzSlOGVoXRFl5Oq2vy5CKmokS4Rcu36aVlh6cyjoM+YvsuHlWw6UzDrLT4rGK1Lu96LZdEmM0DT3px3294fgh4TqmPpVZkIlneCoQaBmBkNsRTOnlSe+vSr/OTVb3KvW/C/fPFHWfxhzcWjrGlhtDr8tgcRnBdz1aaVA4fCUjBG5G1DJktHDs7csOzGaRlwXWEwQSzREHB9T3uhsFoaMyvFGmsZj9TTwQ2ectIHF3wY+92KX/n8p5AmnwI1S/xfH73Ff3njN9lzG7Za0GngZneRu/2Sx4ojCol06tlqwd997oc5/eZFi0FshdBCfWbnqf6rax/k2mMnXPArmhTYdAVxoClG2cEvTAT+xBEZqZeZofLgWb+us7yDC893HD1TcHw057NvfIjiMBiv/b5hqO0ybxbdlRFYvJ4hh8HFDzLhTgfWjxSsn+koTixBbTxHNhhWO79jMZ6BLdJc9PSBtxgQ52mjulNmSSzwNqGXjgHTuZ0s9YftY5yezfDLfPzlwK2uFD2z4nwDA6jISXRDjfRzns9QlTKXDxhOmRrLdngZM7pd5wwiLKCvjP3CuXsNY5koj2QYuToLqvZzoTxyfPbwGX7qytfZe+IEffkikkzAp2x9h83ulCh0SKYy4VMf9sTSEZeOvjalKknpZ2a9+sYErWsTRduPp0jhoNvLxwJ2Op5WtuiztZ8PHhn7vbU09cGDCWdDMNXR7xW88YMlWsDidaU4wXJwDoTyTJDBAzztUR+sXsy2y0ynZEI22Cla7vQsW+wevEcrKy5m/PnMsinCKEMI3owRtXvaIs00ytI48m61QbqeNK9MSHsxK76LyOkW12Ss3Tu0KnN5gx7phkNHHNJHO1XKOdPT3pOW4Xzm7Lto7w9BL7KrLAlvsdaHv88F+AbMOGOV26vC9vvW/CfPfpGjbsbf/tyPU70RuHAz42/ZOk3esNrmwFPfBne2tQcaJhOXBfrohg1R9MG6b7tBv+yG0PRWUS6lHB2f25mgZU5Hz/W7x1T1SU2eIXFnqCczwApxZlmrxZHHr3OFzD0LVD7XPEJUx+fuP03TB3p1xBzM7JPDifJDV1/iRx5/ic8Cp2cz2uMC1zjUK7qMzEPLrfYCZ77mczefpAw9F2Zb7rVL/MrheiFFzkFib8ncHATMKP3Pf9buw91PFMQSrv16yexOT3m8wm37kfamwe2UihfUOcMuh3TwoRZItoLUC82jS16fF5Sn+QzTnKUs6vDbRHmc2F4u2Fxx46HYSh7LpI/TXIlzfXc61uiR/L9BOcwWDYUk/vG9T5LulUg+tQmx3AqdRcKdYrTeXUcuNaBjDfVBMQ1lrhHyCVK7oJ6GXd16sKQmFKr7Vo63WwROb/ixENdgIKnLJIYhkzV7JFpmxszKFOrXbz/Ch/fu8Gef/Ar/6Hf/OLM7GUpyFm8ahPUgeK3OjVIexnzUpCmmkOdm9WjB5ppBRnuv5lOrnNDNPLESitNoXHe1TTscSFKcxXzCk+Htw6lT3cK8tc3lXJxtrSzecJTHLX7V0l4qibWSqmwUNFYvq92H9sRR3+vweZ25LhmbJoFkuEaLYPs8pVGoStMBHbIVtK4Md4+KdBNhHvzuuUTs5KeuhyKgs4q4X5vyOFqBd6RZZvNtehPyXTTWTUzQ9+AK68u0DMIAF8WExBZVRcrClEFKtif+vcyMfbs2Yr15J0yhg4nAafeE1TMd/+EzzwHwz5/7KIvn7chB1+l5iYwt2L7GLPKJVh8rCA5CfqAv6c4yGv4dDw5goqCGB6QWgG333FhQaVeJcyLkJx6LCrskncHlrRLLR87Y7pdstwFf93z00Tv81LWv88n6FY7SnC+F64CFBqbNoXxsdour4YS9sOX1zQVeO7vAuitYlC2z0HGxNObLm90+Z3cWXHrsmMJF+s4TmgnGm+d5hDnOkZa/zbMTO9C9v6wQheLQM7vTU93d5EBXGq2Z3GETbs6ZsB+EvwMtw65Gt1qugl/3hI3lWsCuO6kQq50CBiOkgQWlO8/pu2ij4T+BdApvWmnmOxPQTS7lmw+zEZ8s0S9b6UOVSRcn0zbUtplAHYP1PFj5lkGstqHzcYFDAbTB2h+zwIfOnjMeho2S12xe3wOD5+y04tX1RX704nO0+7pTPGIexFBeYEi1L1YGT4RVz/ZatSuHEAdr1X7fFH/eS9kbMCVkXpnVmknn+odADI5+7rMHLFaWI56Hq7qlw8Ui4+xKeSrEhnHejPVje2xkxjQRn1+PQVOZ7FlA6wq6Htk22bhTiNH47l5gYNsk+75gczEI6NGaL/woD7Qqd+taslzJcQ97EA6SYzhvluE+GSqWHPcgV8LUrh+NzQFaerft/5OgF5GXgFNykVtV/bSIXAL+N+Ap4CXgL6jq/Xe8kdom0DQkrcj5/ZjyReOCthexgrMn4dr3v8FfePyr/OadD/MvfvMT7L3IuAgHnFcDxMnGiBVsr1XMu11CxbnaEUNABRiOf9PBbXNiwZQhQavwpDJYOdWZWSTdPJ+yVMpYFyeFncU19C0VeaEV0C0T6hTXODsurkz86Se/xg8uX6DTQC0dN4p7PO4bFuI4Svc5vLjkze4gT5OdvATgJfED9ct8IPR8sLjH9oLnNNUWiEU5SnNeaq+Q1PHi+jJu5fFO2fYF4WbF4rWdIBkOezmfPTpgsG8v8FOV+KHve44/ffnL/KM3v58vf+FptpcDqVhktoJ91dLuc6ZfPsHIGB67gyVSEMqzXSndsOro9gtjK613EJKLBj1sLzgWt+OIf3d7BnX8myR5gX1veE4uChfnGxzKn7n4h/xa+b34rWd72frQ7WWheDY5cWqoezTMZ5DxTNnQ5IMveit6NZ6YlGupoFY6eHgv1iVn10s7yL00GFAy3DvNK7F69LozloaDP8SCsilA8UbJF2Y3+Jmrv8eNT93k8PXrFOud8hFlLAkAWAmA7IFVh51V1Fx4ks/nNLQGl6QCxgPvBcrjDt/6zEizPvl8AlXILJq+3hELUmGCPmwUaWF5yxKjhno0AKm2csT7LyXapeyy31sT9KGxgz6m57imMljwNR8VKF2kP1jYAeTzTEc+7SmOtrjjlUEojbfEp0HYVoVBKa0d0G0HhzskZ7WmWUGsg3ljB7kefcqVMaMSjjfQdmb9g0EzKZlXMLSh1r2qKYOpUvLeFNBA33yX7d+GRf+Tqnp38vffAv6Zqv73IvK38t9/851vsQt4DgJA4TyWOr3awfpRYfvJNT/90S9x2C34O7/3oyy+XHFwNLGK88If2AJDkS6J4FTYXPbEcmGUsn6XEDKWi9VdH9TLqCQGpk7KxZdiYWnhqWR0aQc3egy65lOXNGM+yWMlgAfl/viaP/HUizQx8NsvPEW6XeFnPU9Uh3ysfJOF9MwFChEK8XiES1746eU32OouixrMAEzAgRNq8TydYanEmojSaeLNuKJVz8vtFQ6bBQistiX37i+59iVldrtlc7VAnSNlyGk4Oepc/GRQglN828GFx0/4K4/8Fi80j/Dy0UWkE9aPCOtrufZKrj00CKYhiDgGeXPgdcBmN1c9fuvxW2V+N1hJ3BbqQ6U8iaTK8OPNcKxdgpMbfryfPfh37+q+pQ1eVtCcFZuscFw0gd4d5MDkMsLW27nGmbNvh10oqZexyN1wBoN1yaGtjsF+UYNxpE+7uJGInXuaJjTR4ZSw6XpPu2GO5IGJA5b8QIcUihNhc3vGVzYf4D967A/5nx5/nPntfPzgzBKa5r3i8kHWkssDAITjDeo94Uzo90r6mc9nnnraPTcGdGMl1Pc6XKZs9nPznovTPh/jJwZZdVbd0jce3zjKU7uHb5TyuBtLFrg+jTi5BU8D6aIJ6VQYvDO/rdT3I6kuxnlIpa2FcGoZs4jQ79d0B3ZNrCRDrQX9wlPVAX/aGEy77tB5nevl56SweWEMHBF0b44sauK8pLlSjYebDJ57fa8nrPpdMHZyiMygRHbrbCLU284EexFGRWNwTzRcvy7f9fJ9L6CbnwZ+Ir/+u8D/w3cU9Lu6FyPjhom7bJdYsscMTj6sfOwHXuIHLr7Cr7z6PZx88TIHtySf6J7xyBzEsrKunIdIAJcDo+2BP7c5hmSZt9AJdScwxmzHadbjEEjOlLgxWaawtH1XRry3zE/nFJ/d/2mG55ubPWJy7O9vaOctzim/dPNT/Ov5B0kqnLQ1P37lOf7c/h9QkPCi1LLL4O4mZnVU4c2c7blV49onLWjxHMYlr7aX+dbmGptY8vrxAdIJ23VJ9fUZ1XFHytxl12VBLNkwUrGyzFP+OUCSrLiEdKnlzz/9+wD80s1PcXS4oEiWRDQov3MBzuxyD+URJGKc8omFihg/3Qq3+TE5xzdKdb8hVZ7tUzWpgPr1ZPztGRQnlnE9lJg+J+uHOvnTQ9h18syHJaAWWLb6RspBsSVh5Q9c68Y+xmVE5j1yL0NK2ViwY+50DCwjQrswod8uBFeb9VrmjGt5EG6U3SEfw/qTlGPgaTeHo8BPjN7pYFFKk3CtFRgbj95bCdzy/JPXPs5ff+ZfMvvIEcfHF0mV0txooXdc+a2S/VdaY8YsCguQ5sxR6SLSJGRW5NLJxq6pTuIIy8gkBpGC0C4ds7uGVdvck68xY8/1ieI4mnVc+hHiwuVSv2etWbNFoL22pDnwY6mU8sSe++KNDr+xA0ts/hN+a3x0t25JVQHelEZ9e4tbt8S9ilgHg3e80C0t89VPLed86leaV8SlWev9zLO95HPfzahkIkvKVRpr8aRZIM2LDNlaCXQm9ec1eLPwJ4XNUDX8P3jzIMDq01cF/fLfnaBX4NfE0vx+XlV/AXhEVW8BqOotEbn2dl8UkZ8Dfg6gnF84J+THRBYYT51p94WTj0aW10/42ae+zNdPH+Hv/4s/zv63PHurwfTDYJlcHGmES4YNMLV6c6nicxtkasUPgizjrOcCkJkOOSYRjX1V4kyJl3r2L63YqxszslSIydH1nqYLVgkwOsuKzPe92y24y2JH9IlCty45uz/nJblC8WZJdU/4e3tP8Fs//gx/+bHPMXfm7vkJt7SYHDTS4cdyxcDI0DmNNbfaA077muO25vhoTtGAe37GhedTZgg9wDvPt5GEHdIyJFMNTBQBopAq5Qc//BJ/cu/L/O3bP8Gt+/vQZ49iqDKqJnz9dhCiEHI1RDt3NDOTnHkQRkOU8Xl2e6aALBnOMbtb4Dc91Yn1fXvJsbkyWLxmvepg2T+guKfU1geD/dO/Bxim93C1PCUiHMcZrhWDhkqFKlHOOtqqoLk4WNTkoKolJA1B2GHcsQJaU35tzjAdA6r5EO7BQxySCvvaxvZgIFwzfjPSNmFU1jixgGTO1fCdUYyDE+68foHjJ+f80GOv8JufKNDkqItI13kg7CAlxeALL0gu6q/BhGN9t2V7pRyzYI1xY3RF9ZYoVB11qC8tyWle0O15itNo1nyGAl3b59hEQpJjOOhEB+/84gz1c6RPrB8tiaXFHNp9wR8q5Srl06lkPPPVrfJhHd4Etb0OuLUlHPUH9XiIiUuKAv0FTypqagX6RNwvafeLMdY2zG1zYAebFGdQbxP1/TTmCdi62SncfubpFpY4NnvT9q5l6WaYuCxMmPc5e9c5Y/AEn6tkeitxnGsQhbN/dwlTP6qqN7Mw/3UR+fq7/WJWCr8AsLx4Q4G3FfL9HE6fhg9++mX+6rWvcbdb8r9++dPM/2DG5bsmmQfONpnj2893Ac+xTSzDc6dE8cB12OdTAT4tITtYnYDVkRk2WYB+mWCvp5x1NG1gsylNoEdBewetw6/cWHiMPOgHKzeSBVtQiMtEfdNTHyrNBZjfgm9+7il+9SfO+KH9F7hR3gPOC3gw4d+pp9NgB5KosNWSl7ZXeGF9hVdPL7BuSs5WNfU3a6pjmN8266NdWhJLzDAUTJTaVGFOrd/8b3l9xX/12G/w9eYx/uXLz/D/UvdmMZtk533f7yxV9S7f0v11z3T3DGeGnOEyFCUKZCQrkWXECGXFixLJSRxHubBsWPCNdZPcxICQGEkuoqsggYMEERDBMRAndpDIFgTFsKwoYixKFEWKFDdxGw6HM9M9vX7bu9RyzsnFc86pU+/39cxQEpRRAY23v3rrreVU1XOe5f/8/94rsCL+zsxFWoHAsLFUxwa7UuATYialtCiMoRIt20MvIvABtoNCbzXaQXcI83sV83tyf+1GXvrtDU/9SMeehngBEyP/JvnNQIz3yc1QufGoDlyvzjEEzt1MhKTngXDUUdUDxnjC3NEluctORfEclScX7RhRRvHZ7fwYyaYJKT+vyalYwezYs7jn2R4JXKNm+CAAACAASURBVDef7+4Sf2M6nymLU7FyiJTAKkhEtHi54nc+9BwfO/oyv9U8x/nxHNfr8dksYLYirRmfC6/AakGSbAdmIeDrkWPeN0LJm4xeddYx7zyh1gwzQ30iIhwjqi5GNN7jK2lESnw0yoM7qDl594x+TyKg5tSLqHgf2Lvtmd/eCsVAgj4PUblqYVGdnkRFvjKYqOu6enoWCdscw14lJG6NTBTbo2XE6sfoKdZb6pWnPvfYKEOaCtXS1NVLdOAEzROsFNJN6xkWIqxizzvhvElF3HmDryMKyBgShbGfVaJ/q5QInp92mPNW0Dj9wNtd/lCGPoTwevy8q5T6BeBPAW8opW5Fb/4WcPctd3TJO+etYn1T4b/vlJ/6wCe53+/x9z7xMebfrrj+rRjqFC+Cr8STH2ZcEMwoDdRoxKfG3qcOydK7T78v0jiXKi2FsVjHyjIcV0Iq5sAm1arU1HNCljSEMewuQ/DUXLJ9ElTQ7H9bmPq8NWyvKbz1/MuPfzcff+q9fOiZ23SR8CtxxDivGYJm3Ves25qut3ivpEvzpMKsteC+W8XePTj41sD2qoSfrhYcdSogX0jRpKHwkYskDYeD4Yrnp178La7oDf/5t/807cO58Mi/VrO4o+j2rXiuVzz7z59w6/2n9F7OvTED3z6+wvp8xtGVFe+7eg+P6MFuXcVX33gC99Ies4eK6iwwv+/pF5r73+85fp+h26uZP/TMHzpUMHT3dS7Ci9BMspZkI/5mCBwVJxrlQBVdscHAkT2nUfCoX+SX39QDV/Y39INh3UvTlxqk2zRpKlSbElUjxdSz5zTNcWB5OxY8g6Q7pAdA0x3IpKuHwPz+QHUqheh+XuUu2KxQlZ7RCK9UJkXJ0mjEIIVf18Q8+blsbzfw2996jn/3iU/z9OEJX31tP9eP8v1PpPqBDEVWsbnIzStCSiOkiLTRmcJEhMM9uhcMOUOgOu3RkSdGwl4v3aURQmt6V+DTAaMwq57FXUvbmzESi5PV/I2tMEEm1IsCe9aSuGLU4EdMvBo55oe9CtMF6rMeXKA/rKhPnUgVRmEVN9O5jlStnNTzOum6VW2UN0S884TsUXECxA0QGyz1gNQrOi8wTqPxh0syvFtrXDUSCQp7psee93grtQXlPWrbjUi/t7n8gQ29UmoJ6BDCWfz/jwD/BfCLwE8CPxs//+nb2V954t2+4viDnh/6/i/z0YNX+Icvfz+rf/kET75WsBJGg5yKXcNciqGlEPj0hMXIgyAngg4jdn1XfOKSPG2Z4y+921QP0L0SIeswwtckdxjhUBF9YSOvRU6HFEbe9FKdN62En92hxa5juOmFtfPshYBfOg6+WFF9bcYrs+eluNZDHfPAieuncYH5EA2HT40vXRZKSN6HtF4v6fal21cKhqOhT3QUu7DWTACnBenwwouv85cPPsv/cvynePkbNyR8157ZfcW1L245f6rGV4rqy4HwyUNu37xKdwj9occthTPfrDX3W8PDR0v81qLWhvpEcfCSoEW6/TGN0pyJN9TvB/pzxcG3HWY90O3PhDJAMQm1sydfRnJxppr0B6SJYLKdjIdfOJ6wpwAc93O5b1tFf3/OMeB6gzm1YuiDGHjdiwdYnbnM4wSgloZhLlKV9Vk/fReCFGRRln4pxrA7MGyuW5ElDEiDVnZgCrhvNPYhda2GmKcPQkGcBDxM70flp1fmfPt7j/jQ4W2+efysFJJraa7q9ivqs57E5SICHAGl5fnOqRUfcBEzbjcuOgxyscPS4GY19ekg6kvJICbYo/cRTqvjNaiRJAygc6htz+Jsy2yvYf2MeNqmD7kXIdRRQ3ZRRV75iIjRKouGTPhoekd13GLPtEQC8Vj9YYWLnDh23Y9aupXGtA5zshXPO+XsdZUnj9Q5LxcRIipH7qdZD5ndMlQmX6uvTUTuSXpHnlOBsdrTHtW2EOsCCT+vnLs0kHvc8ofx6G8Av6BkcCzwD0MI/0wp9SngHyul/ibwCvBX3nJPyauu4PQ5zewHHvDTz3+KL54/xd/7lT/P1c8r9rcxxMmY9Yg+iHQC3hSGqFwKg31ZuB70Y4Yr7HxSePbFNsnztetRUnBYkEmi8GrSRm+iCpRroDsIhArwROFqMWb7r4JdOUxnc6jY7WncXGE2UD+sqE+lqaU5CbT7kvtdvtZS3T9nUrlPS/L4Yrs1JhZ6IueG6Tyo2L1bQELLrt1djn9gpBS4teVvP/tr3HFL/vevfQRzLuIee59bcOXrLfa4ZRmbgEzrMKcde69Yzt495/5HZKfBBoY9B60mrA3KS6t9fazYe7XFrocsqaYH4Qp/9pdnUmiL4g6+Fu7yVHhNdYEsCO1jwJYmLlUY+ZSqmDwf8RlRIu6xvL7maXMCwGk3R/l4T04MKzUnLAbYc7hzKzrHgxQ/H35Y8tRjDiXuf9myvWU4e6ER3HgvKkx2A80jmRTao1hAjcyoupfvTCvUAdn50HKOOp53aqSSyShEfLYUYvuFmjToze8p/u/7L/JXb36K//Po+6gfGHwjE7howlqR2Ot97vJUp9LkZKJnvr25JFhFfdyLXmpjpRg8jH0nCSLprXi4QQFGCQWGDgQUaC1Gc72VnHXqSNUjBYDuQ+x69tiVqEkp59GtpINMzL+HKio6ze3oJQd5N1Q3SNSgtZCJNYZhZqSwHIgEbw59ukF1Ndtbe6KO5Vw28kA03uTO7mA1evD4WUV3UNHvRQdwG4SkrPfYhysYOrAGHUIUOlHUx1L89ZWWZq9NR5jXuIOafiHvabBz7EmbuXHezvIHNvQhhJeA771k/QPgY9/RzhRsjhSPPjrwFz7yWd7VPOLnvvSnqT+5z41XBRLjqqjTGELs+mNsRtrNI0P2ynPapsiJvqVxhwsv/GQCKdK9Phpq1wT6o5gz89Ls4XYNfQz/k1fpZuBnHrPSeeIKVtHta8zGSfv8Sg68vqloHgaufglMxFX3C+EKcY2ib8BX0nyBdyNsKz2QKT9pBfMfGqFgTRjibl/w7MM84uYVWdQl/7NhHM9YE0HDsPT86Itf4HvqO/zd136U9tU9FNAcK5789Jl0CFpDczsWjxJJXaWlpnJloDpoIQhdbwgQnGzjg8I9aLAbhzlvsY/GRhWAxTc2EZGg6a/OcY2OxqyI7ooIJD8aMfccGPPVk2glPwhkHH1QcGWx4TB2aa2GOhpWmaSXL0sfhfJQncHmpoyhWcGVL4kx6w4V6xsiKK8GBes6w0zVAIs7iuVtJ41Cc+G56SOh2fy+Z/ZohGeCPDO73cop3SLtJ2rSDezNKI4dTKSVqBTzu4HPf+UZfvLWJ3j/B17nG595hgREEC55JUGOkhnKtF5oAbohGjxhWjRn25wW0SEIKskL6qVsKtLpb2PEcKbnIgQxYG1HQuIEHwROWBncsoYA1UmPtREZ5jz9wtLv2zyRVLXGnHYCR7PEzthO4JBRFYqmyoRjbmbwjabbN9iN9GyYCIfsbxywudHQLzXNTFNHI5yZL2ONIhhFaARH3+9Z+j0Zq0QbAT4yncb30opXr1ZbzGqLMQbV9QRrhBJh20JT0z2xzIXr+t5KJpV+EJqGt7m8Izpj+z04+Hdu89ee/iwff/A+fuXXPsLVL46UpJkDJ0Iwu/0CjVA28YTkuTEWUndfgsfY+MdBrCeIjDh5lKkbkT2E/qqXYyYqVx1FhOM+0icGefF8xFE7KRimhh/lRqfPtGOetDoTqbZkAEY0hnhK7VU4fa7maruX01uS4lLRE4/di1ZJiDhTI3a4Kbz4EvufPHri9RguGPr+iuOpd9/nJ6/9Bv/v5nk+8bXnMa0Yl/Zq4MH37LG8M8u56RA9SpA8rmtA9Zp+U8l77pXw7MRxTF5ud1hhEzmWlkIZkPsbEvWsrjX1uZDMtVdErcjNdzz1ckL303WXZT5Trh4N86qnR7H2mpPtLE8ms2OPeiCFzpSGW74B3b48r/P7gvfv9yrcrZbQRujfYgAFxkoo3m72OPiWeH7NfYla9l6TCcTXcVKK/kS/TEUqxkJmGK9JxfVSTBRZxbTe9PJAq0HotNGB5UsVv/7RD/ATT/82/9X9I/q7cykkL0SHVdAzYlztxoOaYVZ9zq3bhyvJH1uDu7KIk5cHo9FtRNbEPHlCwahk/E3ktG97eWabWtZFL97PqthIlO5bwJy0mQ7AVRpnpPZg107y/5WkbnysSaiNMEyqLhCCpEvkGQvY9QBrMBsr0aELMhmFwLC0UkBdj8VP30RajgSd3Ktzn8CwjM1XKwEPVOc+F92r0w7zaDXCKBMNgrVQhZHfhujZ15ZgFM2Dnur+OWq9BWPwixlub7cf/vHLO8LQLxYtP3Lzy3x5dYvf/eJ7uPqSkFmV3ZjJAHnLKJCcPHa4mLLZXS7Lu7/VT0qjVq7XxacK8QFObxdgJDRPTUG71L35XOLfboYIXgyKTMMeyOLNto2SYrGr0DVx/SZy4Fsprvb7sH2izrwrqQ1eEEiRT8iIR+gaYvckuRkqX1fKzdsxn5yXlBWKk+n8+prvvfY6+7rnN09fgNMqX99w6Dh9j2GYVcIdHq9XR/EIkHOwpxq/kdbVjKuPKSvxKKG9YhgWKX/L2CFpJV9frZXIrA2RjCvypOj0bhbGr6SeSGOtiv/nSy28fBXrOkZ5znyFQ7HpqlxfSRqr/Z44I9U5LO45uj1DdyUwPFQ0x0WzWSzqq/gMhchTlFJmupPipN4OuNDQHVjafSmYz45dcT0x3bHzjE6etfK+qXHi8laNAihaopKvnz3Bv3nl87zr2jEvPZrh4/NSQp+9kRdS90aiA12QAkJOEQWt0JMoOzY9pdZ+r8BKqkP46uO7ZCWtqDoP2giRV0TgJFrfhFBR6xZVWUzkcZfnR3L/IeXHU9qxMdCTZQTlvfFCShhz37qTHoB0DgDV+ZDlDwUC6sQBi2kar8cJsHymdOcjSknGyFtV5Oad4OOzGlUc41kjEcayjk1mco72rEVtJSL2ixnD1Tn93p8wj35mev7RSx9l+ORVnnw1RG9jTBl4K2gaN1NT43+ZkS8878lSpHHKTsHLlrzf4rM0eBn+GQVDhkVANY7QGWgcppab57xCRbHqCxh95Bzc0hMWDtdp8SZS9qcaxY9nj6T1f3O9Yn1DVJKa4yAc67WKTUNSdDy/ZYrmM3IXbr4eNf07FVPFgy9SM5dMinn8kN8MVwb+xvs/xQ/vf4Hf2jzHr37tRcxG8pHVIw0PY+i6ADcfc8lCTSDXpwIsXpcdi0DGeGOSoQfBjif0SVIZUjEqqlYOs3HigSkAK/nVB0Ks1R0aqZekyVWRRV4uXiR5Ui4L9SlSPKi3rELNneGQ80cLFmuJOOw20O0JiduwDPR7iuZUsXxDROgX9waq84HlHUv4bIwEUoToyamY5lGgOhOO9c2tJfVxx/bJhvUTkdhrAzwi8vgImEARxsikuFfj5CWeuxoCoYrRUBCj7RIzphYVtC+/9BTbp2v+rVu/x39//wrhtT2GRhwCUYCCqvO4WtEvNcFUKG9l3yahazy6F953vekz/psQ0ErlYmSoLW4hotqAMFXmyQKU1jl/jlHo1uUJRe3kp3XnqM6ITteosIZJzZgK9mrMeQda012bgVbU9zbCRmsUuu9RZ1tRhVo2Ga+uO4evhIdHDSE3YmWe/UFol1UQMEWiO0hGPqVawTAsLbqbo9exOaqyo1pUXdFfXzDMBaJq15HeuPeiW7uYySSwPxM+/vaPIUf/R7kcP9jjqV+8wt75qB6TWt+TLFlC1FzwxnaXt/r+LZZJKmiCH2Y6oWjxws1G0R8N2MozeCVdsDrWFRqNa3QO+3NXbpSdQ0GovXRmGummlTefzHRYrTxmPbC+1fDwQ4Ip33sl6mcaqE/Fexrmkt7RvUgdXuCmiWNzKdQ0/33JWFJcd/F71wQ+8uLL/NjBZ9kGw8+/8kNwp8nb2jVc/erA7O6GYLR4LApSl+cEHrYzkYqRDWNKIho1iXJc9shUyucWiz9soi5AYPbQY9eO6prOSK2EIlIpxXbJpJ5y04IqUrF7U76+Wq/Z+oqvb29iHlRU50SuesF1B6PpukQrrJi/fs7iFUkFYBT7L3uWr5kR0x2Pl/hsVDSQwWrmK4H86b5m9igQlKCqEn2AdkaQNzDF3sd7lqINFQuFKe2oXIiPtiooEeSZWny95pc/9GH+6vVP8vS1E+6YPakT7CnWezJBCO2EGPZuL2kjy3HEQTGRyiBxumu0EmbIoBQ0FW5haa8KPrw+HSJzp8tCH25RxeYpgRh6ZRiWFaqJXaiJjqGxoBXDooossTIACe3srcLNDab16LOBYb+h37N0B0KV4atF5u6vTjXVaivkZkNFmFmZqGItQHRso8cfeXuS1x0MqI6cOiph0klvwLgh18qCUdLhOq8z9HM4mOFrHVWxOvS6z/WLYAx+LgpZet3TnG0vTHZvtrwjDL3poDn1uZMtKKn2Jxa7YKeG4MKy+8L+IQz94wqyYSdHL4UpsieljcfEHGqIkA5Te/zVDj9oiEK/NB43KHL7vUI6R53K3ZLCXR5wkSpg9fSM+98rxmPvWwKjTDnvoVG0BxKyzo5DpnuepLbKyESHyQTwZh7844YmKOBKx3uWD/jl8+/md0+e5ZWv3sAMY/OXm8HqlkH3jWCmk6rP4EfUQh7oCMOL7JUjkx9MNALSjUhcITrmRlO+dAhsr1VSzG4D1arHrHpmjyqhKq5TGmJMT+VoZjfaS4ZSIVS0g8AoP/6t9/J7D57iZDWneSjcKgTZ7/yNlvrM0h4m5EbA7dWY9ZCvQbVR3KKcVCOUMCuplZTZVjO/s5FxK8Q7/KwSoxJFsnOkUsCLM2NmKkKnR84FjIvY+lquVzvplt17NfDrL72XHzz8Ou89uM+r77/Kg/doFvstT+6fc942QjnytXGCMN3ozafnrL1iUd5QV1oKvnOLq+YxvRJiSiJQnffiZaeftgOhsujNMOquAu1RdYFeoFpJ9KDCmF7ylYAZNtcN9ZmQxflK0S8s3YEgsvqFoloHmuNeJroWqvNeaMabWiKIOE4AvhE92eo01g8MEl2UfP/rgX5f5P+So6a6SFSXDLJR6M1AUNA/scTN9nF1qn+Ic1Efd9JRfLYVorNEpFYLn74oTgmV8XfCSf+OMPQwPoQuvozDXFA1yQAVDAcjrvsx1/lWqZm3/C6G7cDlCJ1AhB3KrFTdrXCPLMqNnYTp5bIeWZ9a3z25+AqMOekY/putGPHVUzX9gaJtNWfPakwLB9+U7xLSZqjHzlXBa4fRU07jo4pmsHK9ngYok4L2Y8YnZz48qAc1v/Bb3w8u9hBsx5cwiXDUp0HYDStN86DFRr5+yVlCCQNNSBCl/GjMSxEYEOOe6W8dftbQHdbjfYu1KT1IWmt7rWIRO0PtFrwTXV7pERgNvregorHXZV6+8Ih1H+gO4cbBOUezNau2Rm3JVAzeKrqrtVBT16K9ajcBbzRhWcVzHq9nZKmMYxsJsqT1XXDu0pDTkyi03UGDbww6pjh0HzBm7HqVpp7pjC34+TAex43HNRuH8inqlGfZ9AHzjTknH17w3sVdvnx0g6P5msFrNkPFaltj2kjspWO35la8WjfTZAz4WnCsvtFCzTsE3Ey88RC58k0XIlna6MUr71GrLWoLahCGSN9YdBeo43PvbTzPKDienLBhLkZ+e5SK7zo2Pkk06eYaoZKQjtl+z1KdCdxRkFyG7voCN9ORUdQTliJDqIeoM5sYVk1sYOo9dDLJVGslReGZdLZKWi4I1DMEESeKTV3u2oxhrkfxFaT2YVrh41FnaynSKoWqLPQO1bfSDTs4GIbvyJ99xxh6kJx3v1S5SFh6WKXHRfFvFxWTmRDTspMWKJdJs1S5PjISph1IYxW5wUmKwXJS3oLdKsxGjUITwxj6Jz5yPYi3ZbcxxDUUsMsw+f8w15w/pemuBrZHivoUrnzd50aq1U2Dm4PZMFEkOnvWUJ+M9Q2IRr6YEC+kvsr/h/hnGA1HWl9uHoj9ANspfUNGdcTcu2uEqjlocM2MWWMyCiTvN6VKoreaCnqpaUjunxq9WRWLXEFypSltAGQVqqHRrJ9SrG8adF9PHYLovbo4/kTnOhG35cl4IFPqpnvTX/F87OZXuFUf88/Uh3hpuJrb7FWA+lFHdS7NaKb3qM5n7hYoopM0kUGOXPL47sLC0t9KoTtJWyknob4egrBeJlTaJUWHXIyvAKXRrUwkKnL1qyGgqoBx8kwrD/uvwD957Xv5j5//Ff65/SDH2zlGex6sFmzPGw5OpAGs3Zeu3QrJr7uZjdeOyPwZhZvJMXXnaFqHi9FXfdxFhImXCdwLBh4XJG+NpCvwnurhmuqhTM5+UUsjlFZ0hxGjHvn6N0dSLzl4RSZ36aFQNCdSw3EzQ3tFHobZI5fPK2jFcKWRc+9EVH24aqnOXIyyS+ZOhd4OBCOIqKQuh439AjN5Vu1aSNRUL41e8oDKh9ufYTeO+qTLaRvdOYnaeieslSnqjWgkXKQyHgZCig7/mGmK//BLSAVXlUWzQ2GgJ5+F5zlBS7Dz3WWrE6qk8PgnnZLxtyWUcuLdx0aXYV9m6+YNw/xuoDmRENF0oxxa6kTd3KhxtWJ5W9qW3UxTH4+hl6+kvdrXOqrdRyUqcQKZPVDsf9tRnQscrV/KdTSPQu7KTdfVL6fdkuU15esvMyZMsyKlkd8dx4w718SOyOIehGJyTBPWICyC9SMhb/K1oT2q2V4xrG8Whn6n9jHSQIznvJuWW9wOHH5jTf1gI4U9Y8Bq3Myi+0BTa7gtsNfJA0B5nNjEU0xqZbFYxbTEpD5RBda+5sTNub06oFpJYbg7gHZf402kqFWKau2Z3+2gi9eoNRNnO012iRI7wQxTJJPSVqlj1Gq6K41Q6D6MyklDQNmQUxeXOTVBI7rIcTISo+wnHn5qykuertnCa1+6wfbdFbcWp3zm9XfRVAPbbUVwks/WvUB9h5lie83mHL9pZR/tVRvhwgE3N1I8juIdppWeiGAi1DIaNdUOgiOv48MfU3hq00qe33nURoqpobK4RrO5Jv0iqXmwOXbM7m3EEahtnNTEgPraUq0kwlQuYM868a5nwpWvndAeuEbHKFDQTf2+hYWk46QRUupmZjugVlHoe1HRXalEDOVRhz3ZiuftXJ64sgypVlTHW0nB+JBlC9UQjXnXE7xHVUJoRgjSPLbdjk6C2aE3fovlHWHogybjui/QA1P8XXjxu/j5tJ+8+TQyHl3R4juATFG8C78rkCjl0h05ljdW8tA/mGNaecn6pYpwvoByJhfHHn6XYlgG2q810QuB+T1L4hUnQLUSZMrZc4LYCAcd+1fXdF+5wsErDrtyMR8vofHs4TjDuUjLjBLjm8bwQqSyO55xIlPjf7PhnvxsZ50KCGOlB+2SsUrGPm4T0UJZIScEgjJsrxjaK4phKSIrfhZGTv50InFiTfwyeaKNxzAbRXtFsX2iYX5bRKTxwCBID+U8pjUs7kmjj7T7F9dfeO0Qo4Q0sZjxHMrJUkW7qOYR2hc0J6s5B61cY306CmbbaEQTNa7gxY3UBKoxgV4Wo5UP4KVHIKVWVCjqGfH76rzHrgbMRjxEEwnBXKNz9Kh3bmDw47HkOHGSi9FRKs4SVPTKBaq7fFW0Ct63vMsnXnuRrlO4a3Lc1NKfIuisx5ApFyTis22sBWhp5tOdR7sRcKGT0LaOMMhUmyg6T5Ubwx13tMewJ8VL5aUe42ZkCmjlk/xh7Gj14GeWYSHIILPuscfxHs5t5I4JYgTXUkNKvPXV2YCvNe1VMcx243M+3a5j1Gk11BVoQebo1mO2MoklIZHQVOLxpwk8iPiI2nSZuVL1g+TbrRGOea1Qw0BoOxS1GHtAWSvefCFO83aXd4ahNzAsC04SmBimbNR3PLvJUnqqfmfbcpvHpXFKg5Y8o4CgM+KiA6jlwPPXHmCV49ETC16+8STmzIgHrgOhCui9Hq0DISiqemBmPJtnNUoJF/3D8wZOKsxG4+aeYAPLGys+/MQbbF3Fo+2cO/cOaU5VNBqC4EmTYTKoIRp30e4UD7bk3r9sbC5AUVXxdXp+kgHIhleMrY+KRTp68JPopxi/kWNeqpkutpfP7w/MjhWbM0N7qMdo5DLPvkx9uQgnHAQuOX8wRPpbgXKqIUJiWqBKeVkt9yM1jZVRSuEgqGTsy+HyIXOcpxy9r6Ce9+xHmEu7rXJ6b/FGj90ICZdqHXq9JXPPpFSN1uM6GM8LLhi0tC5/xt/Y1Wb8urKomUVmJzHWOoDfufnShBahqK0XxagQYo1GttWdxzcybmxFnHt+V/NPXv0w/9EL/4Iwd9T3Kzb7GipPewXaY52jhCT3J6mPqJrVkSGwygeGhcbVNabzmI10zmZHwPv4zqqMssnc60oRKkuoLN2VBjc3I3eTD8IFpeQd6Zca3Qbq1hFmlv5Qija6FUdJSMzqnIMPVaRBbgXphAdltejXDh5qKerrTtIs3sb8O0iUZAxBz7DHG9TQYWZW8O4uSAG1HyRi64ZMPRwqO15jpCFRgxP/Q2vwscjb1KIfm54BraCqZAJwPXR+1yd70+UdYegnhjV51KWh3i26FkYlTQIpL5x/n8JxXXjwybCVMXSyAWa63/IlHwtyYL4w48t33oNbeMxRy+L6mnU9Y/mVhqtfcWyuGR58FDjo8ecVjhiGqgC1R1sPj2qe+LSiOXXc/ajBvXfD+nTG5776PuxWUADXXwvMHgr22mwHlLf0+wZfGvnkVRGbUJRMluLZRdy6KqKSS6Kgy6CNl3n2MObgs4HfRXep0cgHjeSo1x16JecmlLWa+W0VIZOXGLdE2xCRChdE2kt5R6UEgxwhaKquCE5jNnXGTk9SGY97MxQZhZOarGRyIUsaukaxmHVUyuGCxp8XzVJDwN49HY114ZmThSTcmIpJt+ES7dI3XcpcfiapY5wo4/pUqLsDzgAAIABJREFU18g1Lp/guoHEjokKqAj18/HHY1FW0jh3vn4d80Lg+eff4Nv3nwYdUCYwLAPba/IbFTVaIU7GTo7tannZgpa8t/A8eexqkHHy5Jx3KjanGobAcbXc1xBQbUdohGvHnPYist0OzG4HuieWuJmmOh2oTyNxmHO4ZiYGfeMz8ZprpGtVOXGcupmlWjnseY/bq3P9wJ5Lo5ruHdVpfI96jz3vqGJKKFSaxJkjg+epHm3ku0XE358LciY0cYCcE+NtNBgj0Mp1G7WpxxRWXmxhnrOMacydGuTzbS7vDEO/6xk+Js0AO5MAhRGn+J5xmzflrCmPnX6jCi9yILNOKhcwW1jcDVz5uiAdfDWj25szV3D19zfYs5ZhdoA+6Ll29ZzzWUPXCTZ0AiSx4vHM7nXc+FTN2etzZseB+mwQD6PzuJkwSabinO49s/s9bq5pD404ijoVg6VOMMxVFqXIHEAKQqZliH+nrkwn6/1OekoPYxPNCMkMkzz8Y8c2rUuTSjeG5yr9qEce6lJNBzFSfm9GqC3m+FyMeOoshDGvnSYDGH+vFKEfUE5TnXUE2zDMNQlyWKKRyqJ+gqJOiv3F9eS+gVqx33Q0uscHIWy7cP1+NPQXlmTky+/KF1vvvLS726brLrfzfixeJ0PpLoHWFtfkjUY7N6ZvAO09bi6Skfbc5+eqOtb87vo5fuTGl/kfD29B5dGVzw5U0EQLInl93aZJEQgxlamkOK6NzEa605heJr1EUBYMQuWrQKfrSM/N4MQ7Vgp72kZVq0GMpg/oq3P0eZw8E4LHB+z9c5RbjEgmL4Lt89dXoDXDXoXduFgX05hVL81QVSwQWy3pwG2sJcRaAf2ASTxS0fFIaRf5G3JnbmWAJlI5xPXtGrCExSwX1vPS9Rcn/+TcFCpXykTY3J+0HH1e3syp2TX2u4sat5kY+9LzL4/xuDEq0hWT34ZxZ/VJpFl1gUUlsDizlWYMAKUDy7qj7S1DVFdKLe6gCJHPpjsUuoD91xz1cU/SssQHgqklDePEw0mt18oHuj0TO4bFoOszgcrZjeTwXTN63hM++TyG4/eSiinyN+W1F2N+gfnzslRI8Z3QLejRSwd50NM2Ka0x+V0gmMgR/kCLoYfRwO9sWxr5vK4wkKkxa2KYLjP85TXFCVHtfBcMzK0Y+fS7yWTR1GTYZDq3dP6lMX9cFPOdLEqJVxjPWSW46mSb4prSf9NtVurS5194k8gosfpM8aXTm/z4k7+LOujEeBsXtRemzkCa2Ce1mnjsJIoOoLzJ0U6wkfbAJy9eSdi86QVGqMWA+v2F2LV+FCoPs4ZctE7vDXLPldFCF+ADYW4I6CxXqNc9oZJrDZWwqYZo1JXz6HQPlUI5afJinsY6XZDPzkZIQt6RaC9RFZf9HioE4XAqi6g+CFe999P7Xxr29Cw7N6JvJjfsbUSBcXnnGPrLDMZl313m7Rfr36pzdrdIexFhE7/XxWfc3zBXuBXUZxq1CsLOtxkwJxv6a0u212uqtaf66oKXj2t0p1G9PP3KRQ+nV8zuwvKO5Hp15zHnLW4RG39i2K1coNpKQW/Yq3Nnp9kKs6GExAHTQnM8UD/YYnrP5npNvxSysAm7ZzZKSIGuHM/HjWn8/yQff9l2xfo8vlaxvV5jtnuSo3SBCbxw976kl6t3EcqmUWlyLD343VPQ8eVJIuW1xc0rhoWW1n1NJHMj6whPoptkpBjHREQ7AsGPQ+Nm8OzeI47sOQ+HvZG8TiHt708s0NtmxL5HBMmFXHt5HUUq58Ky6+GncYhpjVBXeZvUY5Kahsbt42Eg8x6lm1Xyz6AUuo1EeHEftvUsbit+92vP8ddv/Qb/ynte4XOvPY0xnlbHXhDIyktBC0UJKqA7SN24QUsjFiE2LmnNMK+xa4tvlKB3Yiu/dgHrAmrb4a4f4paV0E7PYt48vm/pGXO1IFLMqsuNdqk5ye/N8LWhX9qMogGoGoPuPP2+wdWK+lSiymEpXaemdfhauHXsIM1KOVpKjJPFM6ziJKVK3poyyoxpGxXz8mL8lejegjgDJZKmeF6Cj2lJpcd5O9WjgD95qRvI3kBu5tk1QMlIJUcsjceO56JSKFh48xPPLHkdl6WKkjeXPBWYTARuJvQCmycrdF+hO2n1f+KziuqNU6qHkTr3NWGyAyYCCzk/O3hRl48pif7WFc6fmQmLIPLwmC6wuNvFh0CaPdbXLfuvdpJW0ohSz8rT3N2g2x7f25yPTdzkSgmxVPJkE3wwe7nF2JUGMI9bmI5BGuvLmqpy74GWvO3mmsZXS+xaqAhSRJJC1gkqJ6OeAvZY+EbCLtWyEuii8JfokcckqgolPhIp/E27YCdNUkVKwyeGzrBzDcU2SWPgufkD3l3dp1JOJAKNDIo0AFWYVoyI3Rh0PaCGWjxF73MtITdK5QeyMAqpWFt6eaow3tHQBBOFKiqdJ5uUk8/3cfdeSeZkjPBccewg+XsH9HsmIleEPXbx9ZovfP8z/Oj1z3FndcDJZkbnhVDPNfH8Es2+A5IIUErpdGA2gfqcSCEQMnXAsLDSGNYLT70972BwuBtXOP7AnjhGLmBXXqgBNjHlZDV604vNjM+T368kJbhu5X0LlmFp6fcMdu0zxUS6z8JHA/VJhD3byPkfO7jNqsvRg+qHXC+Q640Mk4ODWosx9z6LeOfakR9RU6of5Pto0FNXq4IxhVlMFGEYBGVTePIhTTCRtln9SeyMhfTAMknNPC4nn9WNLnP00oMNedK4zBud8JMXqZp0nJJ5EgXVKTQPRDQ7vUxuLhQFh8cbuZE6PoS9Gw18CHIzS8GPCLnzB3M2NyTlU20EfWC2nvq4w6x7gXsF8JXi5L1gtyJ9ljpk60edYKwP9+j3rXQKqmJC8+O5qmTIizG6kLnYnUBVHJZka2LRu/SEJ2mzNIZGtFuHuYqyhQYTXy49hCx/lxrKxpRZmJzDrsgykLlFUn7dRwOexLRdHc/FqNGQ5/0xTuhh6jyAGChtwfeCCbdbMQDDMvBsfZ99vcUFEXpxjcJFQ6oH8TD1IMgMEY2JVBURDpg+Jymn3UglBGkaohxfNX4H0n9RC6f6MBP64ktTUZMbK5NBMIowKNmlZqRdSGygJhNrQoD5/cA/v/NBfva9/wfffXSbzz14irMq0B0kLyGmEK1QmYRAZpkF8HWMhGeK+ixIJ60TGGTzSARjdBvTHS4Q5jXttZl0iXchspE6gauex8aIuK0524JSuIMZ/YFQTajWCV49yff1gWo1oLdCeudnVlSw4phsr8+waycCKXG/atOJYS7vU0qjGDOmleoKv5iJihRaGpiKSR2QFFKaHEiNYPHGWiORCB20nXjwIBODtdDUsFrL/paLnHYLIQjh25+41E1pgNSOsUlelSq8rbezyyJiVjA1/kz3lbg+MqY+HlsXCBcQJMLVr3ZUD7fCkDcX5j3tQu6OQ+vMR5Kl0UKAWHjK6xN6rHcsX1lN5NSSBxEWDcFWESkhilXdHsxOAs0jkWRTzjPsVfRLK+RvKUTf9eriZxrTErGTPXcQzzo6hxcK20Vaa4JmQrzeYOMYxu0kfSQ7kIK2mniYZYNVMvIT4ezdiCLeqyRzmO5NKNIx3k6jssuiu9yAV/5dGvt4rcEqhlnkFLo68EJ9lxum49Ohjj0LYuBDMYh57KMWqoqFfIGHFpKOMM2re6InyvQFVoVoePwuNdr5mGNOkUveJt27kkbCKzBBhOq1yh3KGZmUO5FH0rnEGPqtl57kq8/eYK47TtZz5nfMyLKqZGJ1syB9FZFa22wZkUy9GP/tkTBemq1m1uh8znYrnaxmPeAWgi5L968+F4RN8uTdopbnpFWEkMRzrNSoTreobRupfg3No06EufuxaK17h5tbTOvxPrKhthJtCha+RzjwpdmKKMCtQpGGWW8I+8vx724YJwMfspFHKcHFR2ilvCc6TyIBoK4I3so7Hhul0EqMfGnMQ5Aot49ds5el9t5keWcYesh46lKHFLhgsCaojre1Y0Zj8Zgl85Y/btscwstLoNcteI95BJXWlJzTqIhkLhsbIGNnSd8VofokNC8KdmqQkNMljdwgedDqVUd12klEsRAipRBTEzldsesolt5s6e1rLkwIk8svxz7+nfdTrA9mbMXPzVSlUTXF2O5GTjmaGkW4JxFEURxWIeQuUN2FvG/x7McJIKf6ylQU47Xn3yUjX0SK6byCBhf7O/aurzjSW5ZK0weDchJlgWDuc/QRQhZFAVCRrCq4yGyajHwixErjYWSiy8NcoGnGkw8EraPCmp7e75JWorzWOKvniTml7HK3N5lJU1Iq4330lWJYgD01/Prxi7ywuMfRcs1Df0i3D76B7c2B/Ztn9OsG/4UF1kVvPloWEdeRfQcrnn0wsEUzLGLUtBHahKpSUcNWUit24zLePMSCbrAKPDhlRfSkjylQFwTBs4jY+U68d70RDL2vDTTgq4ig6T2mjQ7dtkcn6cGkeFXi+BeN/G5Iot6JYjhq0CZETnqnE0Zea3EAI9f92MUd02+NpHm097CVjl+BWkLYthIhaAPKE1qhP0iTSPD+j5YCQSn188CPAndDCN8d1x0B/wh4N/Ay8O+HEB4pOfJ/C/xFYA389RDCZ97Wmex48RdyjJd5ZY+5zom3Xux/gtFXoxHRfTT0EXEwab/XKiMKBFKpomFHbkxuZfejJ5rWl9BAipcRlYuPobFTjLgp0jupgcTr3HxitoHqtJcXvdIiulzrKUQwetclNe9l+fXLkEiTImUac1V8F7fbJUqb3AsNXgcxXmmz6M1PZhGfnUjZzSVed8nVnmiDM3om1jSSF588SBVGw1+eX76mNN+WQIbiWkOsMeghpiVqeObglFmcGR8NS9QwpotAmpWSZx9CwMeLUglxp0FZMfhpwkpjkJ65gDwv0omr8nmNYxGP2eiMJiJ67uUkC8X7kyK0QKxjxJPBiwbsEMYAKoCPE6lpRZNWR4Wv37v/FP/6e3+f77/+LX7x6CbDvsMc9LCyDIPB9ZrqHGYPfU4f6iFQbUQG1FfgKknjqCCkc4QIYQ4p/TM2lKkQcDNpstJOnCYTRcllAxVZJi1+JulNs+4lt75ppbC6lr6NEPVkAcx2kLSXEhSbm9nRKKdI3CEG1xr83hy3rAhWY89aqAzh2gFJBDzUFrUOeXtQ4sEno+7K9yQqavmAUh4V+eZzbh8jBGbphRgchA4Sn1PC4INw3uhLkDiPWd6OR//3gf8O+AfFur8D/GoI4WeVUn8n/v2fAH8BeF/89wPA/xA/33Ipi6iXYZpTjlk2HteV4f1u40+KDtLLnztm42+yt+HJ3Cbpb2/Bz9TUSCrol4b21kFxnAjH2kXNlV5d8VKPG0RDnoxnDN3TohPBUezqNBuP3UQEg1a4xoiHVOux0GhGL/ZCUbv0zIt1k1y8nn5ODLMCb+XF90mD9IL7v3MPyshTjR5s5heKk232NpOhNeN+J4RkeiyeBgWqGreZ0GKk+27G52IyicT9J5qISWok3hPPOGbBwLXZiqVWaKU4GeYjcKC8/ksm0DwcKnnn8Zh558T+hLix34nyyn25kL348h0o61o5paUTUiRek0IggEoJ4Q0avUlc55HzZxCuJldLMdv0AbMJ2JXiwUtXuf/uAz6wuMNwvcfOBoat5ejTlkffsyRUPjtC3kqxtoraq94ohqXJ2qluNl5Xv1S5TpNEuRNRXVCK9kjTnIqB940eo7kk8JFYTwlRCzZi12MXLERYcjT0w0HDMBd0W++FmVJ5S9UIJYLeDFLQBcK8JjRGKCeUqGiFeRWFzYXkTA1e5P28h4Gxwc9Ywiyylsa0bKIXlpWj9y/3oHjQk5PQ9WM/Qf5Oo+pKooPHIbYuWd7S0IcQPq6UevfO6h8D/mz8//8M/D+Iof8x4B8EoVf7LaXUFaXUrRDC7bd7Qpdi5NNyiWF5/I6YeK/lvrOXGD1604bs+QQLXscHdofbO2hoDxTVSlqocxHxwrGlyJjz8WldYLyxSqES1MQXudlQcMQoUcvRvRPD7xrhE5kJ5Cw1tgQjudTk2ebC266HnsZwZxKdpFguGf+sPMXUk78QVe2gpQKFkS0mDZkcx7FJxl9F3nfldwxkfAd8MWmnesMkPZOOW6zLMNlcX4iGoUhd5GJtYCRrU2NB0c0CzyweUcUD3N4e5mPogRj1hcLwxwc1ELlmytHcGeAQB8AVPE+M0cBE4LxS8ZpUvs4EF71Q1yJOLCoUxehxEkm/zfWUWmMYkVCZ3iCmNZv7hn9x70X+7Ruf4/3P3eFrrz6JWhuq84DeKrzS9PtIaiVHzpqgpVfEtJ56cKDEmwu2cI6KZ685HvLkLNw7TVZS6vcMQyMUx3YrSlzaB+GXWfVCLHZtjtkM5JpPX8Bd+yGjlXw1Tpakdy8humYNqhXUjQ5B2CcLo2qIBj3n5aP603Iml9P2I/Q1M1f6iSOXaR8S5XBM6ciPolertXTHDoM8SCpmCmqhV7jAdPomyx80R38jGe8Qwm2l1JNx/dPAt4vtXo3rLhh6pdTfAv4WQLV/dfTMi5uvGF/mC6355U26bCle8suw8qnFPbeRq4QWUJOXPOeIke19LDhWpx16FfNyRa6sbHPPBZMSO56gVJGCNS8pMkjbyyCNnp0xHH5zLkiPmTDslRjxrKWbjG1p7C4z7lxi1HcNd/EC9kceddDhtxb7yApz5u74ll6zDlkwJtMlFIYYHeI5BtCBJ951TG0cx+s5qwcL6rsWs1bRkBbnHCfPyUSwm4KBSLmbDOJo7NL1TMjqQvG5G8nEKOJ6dSYyeMDDdjEist5kEVTQmMYhMIU+x8k/BJXXl87IhUm6vL5o8HcntBFNFfL2IV5HLrZGOKuvdSThC4Q59LUZ00jxuGOOHb52+0m+cfgk/8aTX+Gr37hF/UjHQurIW5Siyn5fiSj7IF3gphOoZerctuuQEVzeCoJJBXmv/NyOdAQrESQKVgRD0jUPjaI6J9I6gFtWwncfr1/3bpwQjUG5NvLMRMRagYgyq154bxKpmpZ7k8RwMrwyddmmd1xFHp69hag/2dhVO5ixwWu9LZrb4mSSBMF3UT1OFakZR9i2YuC1Eu8TxjSv0WD//xMHv8wfv/R1CCH8HPBzAIsbz4gflAwCyRgUe9zZS35ITLH97na7L2302HT0GhPaIHF1THDG6XzSi1PkUt1c4xqDuSdUpApyuJVmeNlf8VaXPC27S2nwy3bndPlGOAmbBy3dUR3btiPPezWmbDLlQUJq7Hq8QGn4d/++tO6hoLsx8Nd+4BN8cPY6//XXf5gHq2uEeSA0HjVzQtZmAsY6tBbiNqXkn1yexnvF0Bt8UITOEHotD3bl+eDzr/Mzz/0SN82a3++v899868/x9eEWZqaxK4WJoiZZFUrFdyZM71e5JGN+KUVG+lfaek2uBeRbIRQkoAJHZkWFYR16Hm3nOcWXPMdJoTkkb5pJxABTpw7UmFJMZGdpYsz3ThVRUWEYivszwdEHLhRyFSEHDnlsslcPxsWUzSw6LcV7pVzAtHIO7d0Zn3nyGf7T9/wSP3/4r2G/WbE9ip6rk1qXXY1jmTRmg4H2QE+eraTNkPDsgq+H9pp4xcNCw74Reu6Yu7fbpNgk11itBnQkt3Mz8dTrU0HNDHsirh28cPqEMJdUTmTeFEEQ6UbX61aQNrXNefeUs898TLGZaUyxGFLnLoNDr4Pk2kMQjzvIQxpm9SgWklK1w5DTLkprQdhEzx6sGHHvoe/kuNbKRDMM8Z8jzJvpc/AWyx/U0L+RUjJKqVvA3bj+VeCZYrt3Aa9/x3svDM8F47Nzbbu5+by8ibdVGsELhk0X+9tJ/YC8lK5SuIUlNDXKbScz/CRE282hJWP/Zt2Q5c0zevQa5nXWrvQFwqQ0fnJtaurNX2YIL/MS85hMPeGg4eDJcz62/0VumhX/6o2X+YxxHDRbjpo1N5pTrPbsmy2VcjS6xxDQMQzyQeNQ9MGwdg1rX3Pczznp55x28lL/pRuf53m7xijFg2GPl9+4xuyOFQjjLEyM3+Scdz3x9GdB0bxL3RB2i8i7+w07x4qTyUz3eDx9CKzb+gI0VMY+/mxnEsnfPSYazfDGYlsIY+otrQtq+rzvfub9qXF9mht23wdFri8pLw1LaXtfiydLkMnObIR3XneKu2d7VGrgxpUz7tu9yKYawCtMK566m0EWb4mThgqBwCggE6zoHwvyTLY3TlguVYiev1ZC++yFEC1oiRB09MZDEfFKrj2AF0Eab5Vw7yQYqRWPXfceG3ng0QpvLGoutMYZvuk8KmoVkHRvI+tkmEevsHTGBifCIINMOgmiijKC0HEeiJG8C4TBgXdiwLOwiBN8fGrM8n4M/3zMAKQUjnNyzO9g+YMa+l8EfhL42fj5T4v1P62U+t+QIuzJ283PX/B8SiN1mdEuH+6dFyt5+5PN04tZvshaIqKyGFeGzhfy/AHRHq2gPTSYJ/exZ7XkALepi1VN3bYdTDQgNy1hbRP3RUlbqxShrgiNFWGERU2/ZxkWklucePFVOXGpifG/ENaXY1168qlwm4qThWh4d6vnZ178FT5ab9FU/Jc3P46/EaiURqMxb9Or0Gh8DNdcCOP/CcyUBRpeHVp+/pUfYu8TC/Zeky7I81uGfk86U4HRky6NXDlBheJZChcnrgtLce93IzhiWsEvPE+YUwC2AdbrhkWXIsMpSiv9XnsxbDl1oopHtfTai+8mp5UM2NR5nxRes9efPPcw8synXoI3WzLKBIQZ8lw85GFR5UKnClCda0CK/+uXD/jii+/iz9/6En9/fpPF66B7SVHZdaBeBVw/5v915Lq3XmCbwzytYxLxpOgUFPOHXjSkK9GhNVtpaAoabBT1GeaG7tBk/n+UABbcwgowQUn6BhBK5G6gejhExaeOYA39zcPcg6FblXHrmWxM60iSNkbo0pWss2evuyELi2S03OAIdYPfi9q3yRvPA5+QNypHBABq1ojoSNfLRGC0NE6BNFj6AH0nAiTb7Zvf3J3l7cAr/1ek8HpdKfUq8HcRA/+PlVJ/E3gF+Ctx819GoJVfR+CVf+M7Oht2HuxAbuCZntR0m/Ry72K0ZYcpjCR7Z7DzqchIjcmi4+7iPhJsLyZr6K5U0pq9rtCdCCJk+t1k8HebXy5L30RvI0RIpnQ+aoa5icr20rzircpoEpFJY2yWKYx2mdu9LGq5kLs3YbIuc4nMAn/mu77Kn1u8TKUaNJoKQSx4PLqYmRMbh2c04jIVqGKbmHdV43ZN3GbA8cXuSV7/9C2e/lqXexbmDzyLe3DnBxXuqKd+vaZ+pEbe/WyYCy+2uI4L+fh4P9O2aQxUfA+DDahWjR3AFajFQI9hGxzboHGdGb3niJ0vADXF5BGK46icQoHCobj4NEy+v+y0yzz99DejkX/LZSfFo0LARYK+oMGuHGY7EJTCakW/nNEeKexa8ZsnL/BTT/46/9MzP4h7fY6vpaHPNYphxkhaZkD14qmjwCvR0PVx0tadCNTUZ17UraIT0xz3DDPD/GEXScg0fm6ETLB1hFozLHV2vJImru6l+UlETkR7NWiN6UYBGCCnW+3pFresBW5pNKlTODjB2aNlkmAYOeSVrwhEvdgAejuMyJggPD0MA2bbog6XMhZtR3CeXFBVehRZAUn1+JgKquNjPYCypiBBS8gFPTqFlxGdPWZ5O6ibn3jMVx+7ZNsA/O23ffQLOyg8nfJhveyhL0Ph0lPf+T434KT9FC/3ZNudMDiURt5LFJbgX8rD4BRDozCdwXRVLgrlnC1lFDG+UGOxsDi+VjklMxrohKghGnRyXjWnayi88R0vL13XhfErr1+RNWW9AbeQ8F13Crxi+cIJP33zVznU9cSow2jEk/xBaeDTIpPBeKGmrEQG2drHX7kQ+PT6Pey/LAW2EMBF4rbZ3Zajzy9of3zNaWswa4uLHatqUBNDng33bjRWfDdJmVxmaVVMNyjol4H9AxH8WIfAiZ/ByuZoSg2yoxBiV2+RPske9s6+y+WyYDVtd5kgyoXv0ibFezN5N4prH1NHiqBDlsYLfTKY8oyZ3tMvLMPSSANV8bwoB5++8y5+8gnLn33f1/iNb34Pw1I6VVEiDAPC+SbnPJ6f6aBaB3xkMtC5MUoEUYaZYZgZzt6VVN6h6V0kNjPo1YCbW9xcmqpmp4N4/Ruf4anD0gpvzslWkCl1hTcWH6GO5kw85TATtlG9EW3XYa+WdM8QhIu+7Qm9EKVRWYgqUGUKSLU96nQl3npMyWYismFAdyP6RsYggFEiEQgRp7+IIizRSHmENTOKg4ftFlTktQk+TgrRvnwH3bHviM7Y8Ng/drbbNcbpz/SfAq6nixxqmvXFqyIbxjK1cRlCJyhymmC36YgAvlH0HukCLWxc9jDc9JzS+WtXHDMdqzTehWdWNimNBr8YlMsmrsdM9JNcfkrPxGMEAxyKZ+LPK0Ll+A9f+B0+UA1Uqp4Y9T64ONyePkyNu1YKg8IR6INnoSqMUpK6KX6Xt48TRk/HK5sj7AZcxFsrH8SL6waOvnjO7atXudLD8o5jfV2zehf42YgSmUR0pTHfXXYN/G76r5jsfeO5vrfiGXtMBZz6Gaobf6ziRL5byJV0TLndmFa5rC6Q1k/E0blkG6YOw+4yScuFtNtCdD0Z7DRZaEGXBI/kuSMzqm8U/VzTHDtMJ5rIuhcn4OzOPp9937P8xaPf49eeez9hY1Eu1Y+iJKiSCdsbwePrQbz+5jhCJZdCtd3tadZPCmQs6IixR8gCN0eW9mAZRVOEJVQa1BB+mmqc7FyjaR5swQV0N4jGqjVjWst59OkmCn/ILK42nYxLXWFdkMaq3mFOVvmeAWO36mImk8BG8O0qFVDTdsbIbbFWWCZTrt1alIVJdO+c0B804sn7iDJSgydg0VqjNi1qLU5GCEHQOsnol+n6QGWRAAAgAElEQVTft7G8Iwx9fvF2vZIEo4v87UpffHEnedUglf8czkEM6caNvYUQxbf9JVcfdt6hMu9aGnoVImJQg7PT9Xgp5PgdjzJt41PjSnE9k6JpPFZimywNtN8x4pcWlGGkHNiJZhIOvkRgKAd+37M82NK2Fm8DN6+d8MHZa3yha9iGijM/59gtOHNzHg5Lzl3DyjW0ztIHzdZVDF7jg0Yrj1YBrQK1dlTaUesBowKawIHdsGdaDu2aK2bN0/YRz1drNk4iIwJsj+RCq5XwiKjecf1zLdvrFf1C4+YKHYW3fTUa+5w2SamXxxn64n6M3qoaxyR+F2aew3qU8Hvo9kZ5ydgLUNJnPG6ZoHB2z6lwzsPjLPjbXKTDlvweScox5Ih3mhqNXbhaZSgsKb/dBXRNLnLqQeiHTQXVseHjD97Hf/bML/GD73uJ33zpPfihzgRmug8YVzhTAexaJATRoKLUo5upzLQqoinSEJiFuiuZkbIe7NZjkHSl6TzmkXTChsqwvbHIhjTYiIapK0mLNgbVRsNqDXihktARCRN6IVcLvXDOhHmDry36XETGVdcLmyRIHr4fCF0vj07EvoeYvlGNaLwqpUbGy/gZCkOvrBXkDOCtpj+ohN0z0j64/YZwMEN3S5GnPF8TXCziNnVE9rzJA7ezvDMMPYwPf3roy5D7MfA5HV+0jJ0dYsfcMP2tr8idqsGI1zAhvyrD2kuMw6XIn+wtlRuSMd6Jyzwb8uK6yoaX3MxSePjJuAd98feT/Kwax2bSMFOeUhERlMXICewygD3XrF7fJ5jA8++9w7XZip/5wo+zOpuJvu1aY1owW0FXmFbGujsc4akJukqQca5WMHvg8/HT4mMXb+LMX98M/MRf+jhH9ZqXdfQErbzgQSn6w4btkeXeRzT+3Ru09gLZvN8wu2cINdmQ7d6jyVLcx8vSOMEEdK/Ggi+g5wNX6w0VHqMUd4bD7DiUacZcIH7cu6em96YslJaptj+UmS/TVZdN/mXUF1ODSoPxAfqAGURiL1R6wnvjIyTRbMUo6w6+ePsWrz11yL/3xO/wlYdPcn8leUbdB0w/evPDXEfKaovyVmQXN54QJS+bU5+FclK3a7/UdHs6i62bNmSKD+2inu8geXRB8AjJ2+bWEl8rdBeozuf5Ol2TXhIZn2ot+rBVCNB2wkIZqRBE19Wgt8OImQcx3H0PiA6ASrz0IPl370BHL9saSfdkfLwganLKJUE0ux5lNaoKIrHoR9I7X4mXH2qNP9TYRYUFwmpD6HuZGO1jQvdLlneGoS+8sex5wMQDmhiw9DCXn/HF8TbyfiQ8vomGPqVpEidMKI5bLpeE8OVx0/epKDoxLm9iaPJxUiNMuV08z2ToAzueejJGuvDKdie/dG676/OEEKbXWhq66PnZE83wdEulHZ+//RTqc/vsbcBsIiZ6QAzAEClkPZhWRE5SLaT0Gpszz/yNjtwhXHQHZwZH79neWPDr3/c+fvjm7/PJpXiU1cpTrT3D3NDvGx6+qPnwn/kqHz38Nl86v8Xt9QEvrW5IM0wZnRT3buxU3RkjxmdMBQQrH39f5qODhvmy49n5Q2bK4wK81l7FbNWF4ygd9/O4Cab8s0zRfAdY6CyAsXMtu/vO34fxd6idnoLCGwwJ9UXI1MpErVd5n9R43l5QNu3tBb+9eoH/4PBTPHf4kAcvX8VuwLZBulcTrYIPmD5QHw8CZ7TCYDnVGIDEpKm8l4htBtWjIDn/+J6b3tNelfx288Dj5xYWAojwlaSM7MbTPBJ1KbewBCVw0X6hsdsQhb+DiIFHRki/EL1Y5aKISRv1W72f0gc7JyiYyk4QNqrWoOpseENE4WShnZQyNlLLIXr7yslEpTc9OkIyE80yiyQ2pDCdMHiGxUwmnFT83dU2eJPlnWHoKTwiLvGg0zZleBzG32SOnGQIk6eliKpC5U7GfUxeivL7YiK4sOys20UJ5ZcrTvgXjFAyQDsTyq6Ryfu/DBpZHjftJ+2jMOgTL7/0Zot9ltBANwu88K57vPLwKt2rSxatICOS6HPJJQ/yEi/uDtn7E6jhWIBUg8/3Y9LwUy5e8q2vHu/zrmcfsj1SHH4jML/Xo3tPv2fplgr3Xef88LUvo1XgtH8P28GiOinKKQ3KK7wNU++6mCjzvS6MelkbzsLnIFJz8V4umo6FadkGzVIHHnbLScSYn8PLoIw7Rn8aNapxm/K7fL4F383EYZi+GLmO9CZL4rzJHeaXnKc3Snj4UirFeUlRzXVGQKXn1rTQ3Nf8X69+F3/54DP8wNVv8hleEDriRKsgQUBscgq4iCBLkbcKYuRcI5EFQSYJgVAGVJCITreepFbljdxvbwWH7xpLd2ixkY6kPvXM7m7QZ7EbVc0FsdNpmsFRP+rQ7SBImbYTOohZTTAKe96hNiJC7pYNodaYVYM+245KYf0g6Z/KZkONhaQbm7UGKjsqR6Uu+JjCUUoJjl6r3AWbiNd8Y1CziOmPeHw1eOyJaF2EpiYcLseO2z+Ghqk/0kXB2Kkaw9ds+MrURJGmSetK7zzltcs8fz7AZR7QY7yiN8u1PvYaSqOdVhbIndIrLz3G3dzyZedwIQK4LCxnZ72a/q5MVajdqCJub26tudqs+ea3nqZ5pCPPScgC6dqF3CFcHjinCtL+Q9gpTjP1PgrxDRUCunW0JzOeqR6wfmbAf1ZTnW5RvacKgdXTNT/2/s9zszrhS5unOW1nnG8bVEqzqOhhlxP6W93D3Qm/fEaCTGrBwpPLc27YE0y8wQ/aZeZJyr8vkCWXLsVEnI9dfqZNdn//Np7DybmXP51MdPJQ5g5ZRfaoUx49FWd1lOJLk4PuQ5bi0wN4F5jdl/G5/8Q1PvvCMzxf34P9HtNqhtmoO+saRb8U9stqI6kcPYiH30fh9mT409jYjac+HeiXFl8rfB23K58nH+gObOwbGb31ahW9dGuE/2lmCTGfXx1v0SfryRj5xQy/EJIyVRmCnbG9MSdJebrGoA4a7LqXSCdKYso5REPugyBp+qJjNTdMRu+9/Aco5YRm2P1/1L1psG1Jdtf3y2HvfYY7vfnV1DX0UN0l9aBWS0ItOpAaDRgjCIdlGwIHdnjAYYPBNnyw/cVEYD44whhDiHCAA9vgCMAOCcxgA5IQEhJC6kk9VHdV19TVVfVevap69d6dzrT3zkx/WJm5c597X9VrjIkiI27ce8/ZY+7cK1f+13/9l4e2F0VMJHCcSg6qTqpTqeVGJJC9j1o9dqhi9S8bRh8oPNUtjnduMXtumyuvouZ/woXLghSjE7zTyc/b9rwl+FY7cy2lwTvnvOU95YkobF0rw/flamX4vMgUhYE/rhknBG2vUuJvXwnemZbgqblJ4IcefZmvvfkg9V2NaaM335IxV+WGZJdSPjjdW6g0SWZXx+XueVS/XOQiviy6c5gjw1y1fOjJm9z9jUdo7irQcPLYlJ0ffIsf2n2emdrQBcPEdgSm+CbqgWvwutDDD+8wgTL0txikSDUsgtRJDthNAg9Mj3mousuBFgro4WZ6Llynyt/b95tXW/L3djZtekShHDfROKd9zxx3a0V4Xst5BKkffOTyFyu8vKtCBMlcOmeUQ4iqknbhmL0VsvwGIbDziuHvv/3dfObC8zz+0G3euPQwQUs1rm4Xwk6Hbhz65oS9FxUm5vjYdcBuJLiapLQBwaatymU4CTExsRMBs2AUdukgCDNLt6I1Pwj8aYyOmjUhYFa9CAKerKVGa++GQttG4/dnuJkEQfsdqQ1bH3boZYfbq8Xw9j7nxwQr3DPVe/Hyk6xBMrhWtIJIKpUJpsn1JvRQMN4HwskCtVqj6gp9rNG7U/TJaqxYmd6jto1c/hgQ+w6MPLxHDP32QB17I8PfJcOm3KcsCZg/u4cB/RfRzn0x4XxPrvCEt7e9F6Mmb+Lf5QYLgyfsoIC/2tJMO7rW4t5oREcG8FPHQbXi6GjGNOHtvvDgk+cOI4x5uwaqSN6Ws9+W56EgxGCMSglkQfRUHIqPXbjBzx28L6aoa04f1nzm6qsc6CW3+n2O+wlaBbzX0PgIzYXRiiKfamsMJKOer0ONu1cnzfz4vTcwNe3o/pZdNaw0tzz5c2GRop0Zk2HLwI/6qPjuPpyOe20zop6+077ldZzjsAStchFvH2GF5m7g1ZMDqouOS5MFr1wIuGkg7HXYxqGNpz1uqBdycWXuR4oFZPw/BSFrnYOzeYWfHDwnqz9RpRSoxNeRituLDo6wyERKwKw6qdnbFoYXYs0HmUz0JpYYnEWe/aKFPgZ5tRJMvMyGi7j8aNKA/DtoBZWVxKn8vYrjmeE6gjg5IVG/Q0BHeCi0oteTsmKHIuHFu5Som/fZ3huGvni5cqZr/H/0fUmZKzwdH//39pyX5rzz3M/n39mEKbtsv8SlV5nGiuIMrJSZM9HTy95fGUxUg8e+bZDK72BsUDKzKED92Cl/4mN/h/dXb/Fnb/0ov/r2R1BBErWuPHzI7c0O5vUm6/In8behytPY8MvxZRCnlP0hK1JFyd+4Akn3n/YzGhU8WCXp6SeKQz/jM7vf5Gef+AEufb1mc8GiP32X33HwVQA+f/o4z59e5Wgzoe8j7uUZIJs0GRXdM/KckxyCDjmO423s01aNKlvJNQYuVLLcdyGwDnB0OqWO/asjdpzv6x28+nNXf+mj7XF+juHdDjSPWmGYR8yaLQcp0SkT4WGgoMoKRkfITXspxq28kD1N6+l2NHat0FFzJmioTzyvP3eFS0+c8pkLL/D5K4+jKg9O4d+coFaKSy/Kdq6JxUxaiQG4OgZ5Q4wLKEWo5fP8HkTs3sdyifKZjgXXA7qVLFiz9iJ21nopO+jEEPeX5lK/dzOlvnFX5AViApTfn6F6T/X2XREl253hdiesHpxjNjJhJF18X5tYYzeO8SStEAJsNrA3lwHeSrWr4GUyCK3Ui1VNMzyQ5CDFpKnQdYTODQY+SR74MEghpNb3hE2bGT+h29Kqf4f23jD02y15OvHfcnACI7aLa2D5kIO9jrCyTF63wq9O+/7/4NmXQbVzGR9psiq9onjdZz7bTooqW2kctiaR0WbnabikfYJUS+r3HP/uB7/ED09v8mvra/zat57ALjRBQX+l4zPXX+QXX/sQ1YnKGuSCzQ/GfeTdJyNXni4Z+WTY8xcqTjipSEvcLy1LrUb1sPAND9m7fPKTL/CVzQfpD3r++Id+lUvmlGc3D/Lq6gI+KA4XU1xvwEdd8/QscibysNrZ7ptBj558rZQ/xeahCuybFZVydMBJsLSLmiZJFN+HQR+d+37G4T22OUOZvNcjLye20edhpN90ZpWlY0A2iYPFiQGPBEQnSTFVRyMt59r/puaXP/0k//alX+P6g5/i1suXUL3CLhT1kWJ6x2EXjn5mcsDeNVJnOWW0+kpkjl2ts4H1Uc+pb6TesDeG+tRHWW6TY3pm2cl8X2mhRCbt+JiE1O1Z/MpTGS30SKWhqYVAcLSA9UYSnGqLm4t2vnIywdkTSeFVLoiX35hYRCREjZqoJnnnCHbn0pc+FiIpjXCiV/Z9TJ6yedvMs9dKvPy+HyQO0nfWQtMMejkhSELWv2ysm9GYLIy8Ynh5E7UvaEV6d90M2k+c8l9+/BeY6w3/3TM/TnfzwvnBxn8RbbvfC+ORsdLtpobJqNTdKSmmedNSz+V+m4L+aseTj73OHzj4HCce/vwrPwI3hGfcHTg++oHX+OTOt/m/N98lfRvIMZGR504gJOyYMBhLLernmviSRC9xVErQx/2ViolvSnR9lKK9UHP6gZ732TvMdMdvu/g813/khOvNEd83fYlb/T5fPH1MrtcZus7geo25U6FbhWuiV96rM88gJUFtt1RMRbsxnJNUFwFC7bloTzF4Fl5zq99FndgsFwBjA3wvIz9avRXPO19juc+2QS+Pm/Y/b8W+td+5tN80CRbOQ/4zrwDFwOjWZf0X5aE+6sXTjVBLP9XRqw/8/eef4vdc+BKfvvot/sa3L2FWWlZIxTtbTqZ26XIfuKmW2r9RUiQYqE8DLiY1mo0Ege3GUx93qD7GGCJ9U296Mb61leSoaS0Zr5uW6nCN8g1mJZmyVJUEQY9OhcvuvNy4NeijBc3JisZ7wlwCsvrtQzGyKe+laxjJjfsASoTHgjGDHHHMWFVVVXRsdHDKwt4Jw0/1pm1k62xnvCqN0pqgTZQ4Lva5z/aeMPRBR3XCOJDLAGROXOmIuibDy7i65vmhR1/GB8VPv/TDbL52QL2+P89pG7P85+L1n+NxbTOHRvTIwoNUW9dwhitfXu99eHap9fPADz/1TX7f5V9nVyv+4t1P8sLzD1BvoJ8FnvjQLT57+Vk+Pfk2f+DDn+Ov8P0c356iW41ZKXQn8rQZxol6Liow6KMUz0qlrF8Gj7+sXZspr5Wcv73g2X/fEf/th3+eJ6sNb/nAvlnwowdf54o5psZzs7vAYSsT0+3lDO81wSmaO3IeXdSjLQvXbGPTpcHNEE7y8HNcAoGDNKjGU8WIs1GBt9ye9ElRsGYb5z+vKZ+S9sjiaaPxXa4EubeTcq/g8rDB9okZPPPRajNk6Gb4rNgnGx8EF4+qRWk/3Qfs2tNPNGYTUC/N+NJHH+Pj81f4Owffjbm5g11HIUFiktNxHz13cQCCEkZPdSLV07zRNCUENxHWjl1Dfeqojvvs/auI1acMV79bDWqS3sOkQnU9+nhFveoyawVrh1WoUoT5NEsRqKNTgUqCR6034DzBu7wKUDGZKuP7m3aAVZzLXnwoMmHRZkisKosKJTlyF7nBQJYiTtIGfS+JWICyEZ9Mhj15+er+vdn3hKH3dWD5iLwBKr6NQQmXNtHYVK+yZ2PW0fh0il/5yof51f4jVHc1dpkMDIMBjS/td+JB3auNkrTO+24rhrAdUB5NJudABWwd/0xgvXwZi/+VG4S9UsBRO4WrA/PHj/jD1/4hT9ier7S7/O/f/H6qw7j0tYELzZKnmhtcMzX/2cWv8VM/8CVu9rssQs3CN3TBsvYVS9/gUFlf3geNe4dlk4lWRCsxlhPVUSmHUZ6J6pjpDZfMKRf1mismMFMVMhw7PlS/wcVI0fja5gF+6e6TLPuaTW85WUykwHansUsxoL4qujXhu2aYPMvnli+5HFNFX+aMZA3VtMPgMQQqAnf6nVxlLKtyetn5HfHz4rjbE/oQbIyTYol5pfFRrB5C3mdLOyftspUIFTRRkmOA3pKue9mGnJRY6EQrvNFoL1Q/nWA7LzkTiTGjfGB2w/KN0wf5sWvf4MMPvMlrvzynOh0kRoICPzGRFacwvVAhVR9yaU2NQ4VAPzMELdWoTCxMYhcuYu8eHZk7qve4WR0FwbwUJ2ljnWUPfncqxrT30ic20hKTFw1CVaysTOqF550MLNpI8Y9UEnEda09YO4JNwnotht9aVCwSlCdKAKXkcx8hmaaWGNW6RRkj23dF8Db+qLYTnN95QqK4meQthfu2W/AeMfQEhW7TckZ+FArlVBYGM63Qs1Qv3r1vhB44u2WlbmUrQSOQtPp2r9CzKYx5Kk0Xtr3sbaO71UZLdc6ZOErqZzzeSLTsnR7KPb4b4cgMxz9zrMC5DJzuouOPfuhXebLyHHrPT9/8LN0rc0wn26sLLe/fuc11e0KlKjSKx63hUbtB0wGLc69rW6UytW2Fy3drYiwn+f/TsGGmAgfVmjYE7njLLx8/ya3FHpenp9xa79K3Fm09aq1FHM4UWkYUBiv2ezby25e8ZUSBEcspaNjfWbFrVmjl6VDc6edD0DYa53OpkudAOMm7zRDd1rV4PSQa3SvR7V5OxrA6CKN8FApbMFB/BxilnJuCZoBarEa1Du0i1zsgzlLYmhiDBEqndzyfv/k+uAa/6+pX+TNXn6A5TBNBnDyipdFtkCIiSqG7nm6vFo+/9XFsK8zKUZ32VKcmw0VuVlG/tYjFv8XQ696PPHwVi4Qo7+n3ppKVe7weKI3baqDrzcB/T4HPhKGn+BE1ueCwilQrH+SzpOev0ozmCQl1qStRl0ysnITRhyBB25RZaw1KNbLqdW7w8lNt2FRsJGH32kiVLIrJ6T7ae8LQKw/2VEae7oaKM0l5UneSgp94uP1MbtBELN5baI4C0zdbweuAbrein2sW1wz9dDDo2/VF3xHL3/KcYbz8T9d+nie/rXv/rueguMbCQJUvep6vwtnz5S+DePj9NPCDH32ef2P3Wd5wgb+/+AhffPZx6kindHXgkWt3+fG9r/GISWLBoiSpR5lHZ5uUkQ5bn30H7kXR0nE0iomymLg8fbXX/Prq/Xzz6BqXp6f4oFisa4JTKAvNHSNF3YN4fyXkl8S8zqiSpk6keC46X0iesNP3V+enXNILJsoxUYE32j3R+InCayV8NTLCCS5J/24bmHs4FGcyVwsnQW0dM59DFcff8vwVYZjkSq/fhdH1JlmLRJUNMc9BdcXs6KIn7D2687R7olvj4gpg8/wev/ihj/Dx6bcJ33VC99pO1j0Spo4hWETe10nhkH5ucLWmOZSSfqZz6M7Tzy3OSNERneCLPkigcyMYebCafqfCG4XZxCQjjXzfdgQzR7cRtul7KdxhNOeW93RxFlZKjLM1SIBJoYwbrQJSgDQ4tiYAYrDUCzVS6wGiSVTIeC9hvZbJJGHyIQjOD2LovaxK1HSK2tGE1SqzcZQZjhnOLPnv3d4bhr6HydsC0yQPXnkpKpwGi2kFs3ONvNCmjQail4BQfSSp+KkTqmVPfRyojy2LaxXtnqKfAgqRwm0YasXC+d58ehFSYDJfcHyRCs9tZOTPg2nucY5tzv3IJJyzEgilYfKDcctGIUE4jy75Qw/8QyoUf+Xw+/m/vvUxqrdsTnJyFTx14RYfrI6olMWFZBHOn5nG2vNeti9aqjSlM6I7Ps55qwAXAssg7rhB0cXjn/jA3z7+Ab5y+DCN7Xl0dodnjq+zWcsD804xf1WqGfXN0GlByXMNsRjLGRnqhHScw4EfQX1KumGn2lApx1z1zJTiTjsTrzMlfAVhZyRsf6RDU/adHzjkAt2okQHPRrd41mdyMbZWCSXGXspe5Ekh3UfhFKQxqv3WOYprdrXGRL687jxuYnORjRBXBGbVY6PUQT+tsJvA/nOKf/Cpp/jA+27xkx94mr/7jR9k8ibMbgfRuKlUljvupwbtAvaoIxidK0H1OzW6ddR3N/haasCqNgaAI2URa/C1pb0ypZ/qTIE063gDXY/qHdXrh4NxTgHVZHCjgiXWSPm+CK2gDEwiFbJ3hMYOwmaxlCBtNxQRATmOT9F7L0bfBwn6xhyR/JPYNM4TlEdNkjCafJaMf+h7oW32vTCEcuKVBu+FVpliAffZ3hOGXvcwuR1rV8aXJlWnT8YsKMXmQCot9XPwlWL+WmB6x8sA6iRQ4xrN5oKhPvHUd1uaNxbYRUO3Yzl+rKLdF0jH1RIMNBt1Vks8tvzC+OGFKBUmR8GsLaP8jrTOuG/24NL+WzZ2+yUExktzNRyn3K7dD/wH3/XrPFmt+Fo3568/+724V2dUEXYICtxOz2vLA/7Xu98PwK5Z81vn36Smp0UXtV4tDjXg9SEmluDRyrP2FV2wVKqnVk6oiMWyyaGpYgRyroWuNlEdc9Xytp/zt+98D6+v9tn0ltOupnOGx/bviMSx6fnA/C0q7Vh2NW5pUZUnHNfsv9wSFLT7Vqh4ebWm8CGI5kqKc0UHbWRci8Bf6QkrJ5i/awKX6wUz1RMXkNxdzzLOL/1Y4CMKtg1xek4+8a/PeOTDc4R3GC/5oMXfxfg6kxA1WlkMlzhi/Kix8zKIisWdU+Wsomi5rzQqBPQ6YLqBT99PFHYTeO6Va3SPWH7y4Df5Wx/+KEszZ3ZbCnzXxz120Yl2S6ymlop3+8qAhup4g15sBHc3CrsRyYH+oAET6C/vEmqNqzTdjhF6ZSw1aFadaNgEkRmml5KBQC71p9KE2zuBbNJEoLXIECtVFOkGmhj8cQ56PSQoxWSnM82HYRb1cVIxRoxzYvjE/bNnnprRGfdXVSWPMFWXauqBIVS2f54VppRS/wvwu4A3QwjfHT/7E8B/CLwVN/uvQwj/T/zuvwL+fSSZ+o+EEP7Bu51D94Hp7V44270IY6leZsFQydu6vFbTz6RUWT8L1MeKyZFncqfFWzHwIRY9aI4c1VGHbmXZZQ9X6LVlsm+z4U6Zb74JmNVQOi61UVJW4Q3Jl+Pt3vH9vIdnf25gtvyoXIaf811+udN3yahU8P7vvsFP7X+JEx/4czd+FP+tOdUqbhidjupgw9dfeYCnX34w0rUU/+Cxp/gtl7+FJuDjgde+YtE3rFzFxltab+i9xmrPaddw42ifrjfsz1c8tHOE1Sm4FrDaUSnP1HQ0uqOJvMUuGBau4QtvPsKdZy5hlxKPsUsRzPrCp3b59Ade4trkmAvVgtvdLq/dPkCtNdSO6Q1DffsYN6txU5PrfqbkMNXL+UOQ56yih56xZsjsoWygS5jHi6F/YvoWk2gNuxC4u57K2InvV1LrHHnbhQe9/exTAZARC0ZFI7s1vs7AO8X+2xPKPUImo31zC2E0tvKK1BR9Qrz+yBbJmvRdhBnCUBJR+Ric7mD6QsNvfs+j/L6Dz/EjTzzPz7cfYfPthqAMs2VkyVgt+uqdw+01tAfCabdLhz5a4i7tRJxe+PBup2F9qcIuPZXrpAYrlt4FJocdZtHFOrCdVI6aTwS+DQPnfESJhMFL7+I2NhYM8Z6w3gyGvneD8Nh6M0AyCatXGlXHEoDOjRKYVF3JyiGeVx6BiUlUWlYZIQzxg0hlTYiEcjoGiuMEk6QUQqxQlVYpt9/l2cd2Px79/wb8NPBXtj7/MyGE/778QCn1FPB7ge8CHgR+QSn1oRDCO64xlI8a0UkiFXI6swcwKvNqfQVmpZi9Hmju9JINFzFHN9XYVaA+ig/fRZ2KkFYHg39Rq2IAACAASURBVNW0S9Eeb/e3sZF4TaHwlLc9p/IlLGGc+2zvKm0Q3vn/cz+LBqufe37g0svsqsC3+ynPvHkt18stE86M9fS3J9gTjZsF8PDcSw+w6ise3jlkblsu1gt2zZqJ7rLB9yg2zuJRrF3FctngWsOk7titNlglnr5RAascU9Mx0R0uaN5qd2i95eZin5vHeyy/vUd9qhEFS5jcCbgabN0zNR1We5au4c3NLv7tBt0qPFCdju85S8GmlVY0fjIJyzNPK+QcoCyNXMHKysVemsCOWWcb2gHrzm4xuspM0zDykM/kQbzT+Civ6V6bqLPbnMsmOm+/0llImHHed3zSkaRFMo55H+lnyYaWik92JXCf2XgmbyueO73Ket/w5OwNPn/wPtxkgo+wSrCl0ZPzi1JmPGeEVHJR79riawMheu6LTrjyWgqWmEWHaiOPPkIyknxXGM/RKqp4RsnjLu9Ra/HIY7Y3XUsINqpPevBFEMUYMfpNLfu1XcTbfTTE5qwHnvnzfpA0iNeFi+dNcE/cVjLIQ55wvlONm9Tup2bsP1ZKPXafx/s9wF8PIWyAbymlXgC+H/in77iXiw/RiURn0nEOVqMCdHs13Rz6iQhN7b0Ee6+sMacSfBWKVUA7MRr91GAU2NNY8T3ia3bpabQkZkzvSlBoecWwOSgq7ERYJf/OxkSeyzZeP3rBSg+7/Kxs53jv54ldbS/TR/tvnSsZFV8FHn7yTX7/wW8A8Bfe/GHa5/eo2mgl4rX3dWBed7gTzaWnA4cf1AQT2H3acvjMA7x+7TrBBtyFnp/82Fd4cnaLLghmuvYVm2BxQTM3LTd291isGh7eP+Kx6dssfc2ib9DKs2cleu6C5lfffD+vPn09c/LnN+CBNz1Hj0N7EKjehMmh5+hxw/ULJ2jlub3ZYeUqXjm5wOyGYX3FE1rD9LbHzWv6mc1sDpXskAuZjaBjH7kCVkmroG0DqBzi1ce6AGHqqFXPia+oTMfCa5bLhnmShogFMLaxcyjGR4bYQv5/pCk/GgRb/5+3wiu3OW9M3KOVK5UM26R+YHw9kvMg756DQY9G66hxE+NmLoCWIuKp1ureKz2ff+5xblw74NOz57n9yA4/e/2HIo01rs5T9nQlRTXM2mHWkkDVXd4REbLTFX5P6JFm3TO5I9e1uTolWMH79SZO7l3UnYk2IxXrVukzGLzmTJscIBvxmEM2ukprqGuRSkjiYpEJkwqGqFjhKWglk4BWuearqirChT3B3DetYPp9L8etLMrXInvg/WDAPcLXtzYHjVUT9eitET0oJ3BThphCyH15P+3/C0b/h5VSfwD4AvDHQgh3gYeAXy+2eS1+dqYppf4g8AcBJvV+nFGDUIc66WTlZOnT7RpcE+VOF4rZbfHkVSwQoHrBC521UleyUvhGS+GBazOp3uKEu9vcXqOC4I2h0lF3w9Dtbl1f8gpTSb5oTLcpj6Ng2ZbhVeV2ZzqA81/cbUN/P88yGoH2Ws9/8tgv8aBV/L3FI/zS159kulBnJi/fBK7tnvD85EAMngM3lSzEq7+5oduJ9Ttrw99dfpLnnnqN2jg2veWFm1dAgTHSEd5rgodnblznGzeuE7zCdxptPRcvLLg4XbJxlrf+0YM8+KxgA8oHmsMO10jR5xALr3sD68uBy9NT3ljtsXaWzhvuLqbYdYQITg31sc/BOuIzCXp4AMnojzzvoMZdqYpnk55FXCEHA8p4XNCsg2XhHXf8BLeohgS+lFylGD/L7dVeMqrpO51qF0eDt5VcNjzSARPMXva2cS8mrXu2Eg7KE1DMBvbD1zlOpYUyqSHWiO3FE9dyjT7x6/GYtY+GXy7MNZrJK4avrt7Hv773JX5872l+5v3fQ393nie43BdGVgW6D5h1j2p78eArI0beg29Eb6efGto9ceaqU0917DAbUbMMtUXF+qqsNlIqMHnICVNP2DuM1Cux1Rg+gbHHbAfzqBIM471o2M8aWYmkVYFSsk1TD556+nzSkDXrQyXsoUK2WLz1apiAlJJA8LoF1xKsiZLG3RDgLRKq7qf9sxr6/wn4k8hQ+5PAnwb+Pc73Lc41VSGEvwj8RYCdC4+E5YPTiK8KY8beXaFPVoTG0jca3cLsOFCfeGY3VqhVJzMmEKYG1XnMso9FEjSrixZXQ70I2LWIHyWDrZctTCv62mDWnmohNUhHqeoFBz7dxDa/eaT3XgT7Rne+7b2rYbu0FC+DuqNl9nkrhNS2Pu92PZ/96DN8dvYaN3vFn37+x5i8WudjUly/t/DI/JDLv2XBP9n/ALTSN6ePWKpVJZokTphNOy9Z3Ec0v+XCC3x7fZHnFg9CAN94VKEjkwgAYmAVvjNcnC75iWvf4Gdf+wSzW0NpumAU60s1i6ua9sDjdjxHlwKLH+z4rU+8iAuKV08vEIKSOrRe56LRzR2NWXcichUnqREbtOiXMpaRGUrFd7nPo8Eu2Ti2dpz4Ccd+glaeW/0BaiP9JOX1kLqoDM+xDNKn1WGOCSSb4xGHJj0XFfJqTjj2A44v+uTh/PFRjLVzYwKFc5LPe49lfwmfiJcKIemu9yIUFqwGI1wqX2nh1Du5TruAbtdw+oBBdfArb32A37X7FR61x/y2J17gn3z94wDCdY/H9bUEYM2yk2LbvcPPatZXG4KekAqvmI0HD5M7PfakQ7dSBlBvOvF0jRLPO+LYKhl0rRgxyCJnHRiyWxNEkjJenR+MZ2LVJIgmBkZDH0sMpv6qLb6xmN7Bai1w8XI90ClDICS8vpc4hVKx0tR6I577pM4GPBg9wD5xVaJARM/Wm+HaYxbv/bZ/JkMfQngj/a2U+p+Bvxv/fQ14pNj0YeDmux7PSDV4FSQTDm0xp/FmtRQzsOvA3sutzP4rqZkY5hNRlgsIVhcC/VRz8qDcVrUMTG5LAMc3VrA/79lc35GIfeepTnvMgZGEo2TU4xL+vEDX6CV7N29qu6WXMQXQ77GvCsUz3Hqhz+0/C/tP3uGPXv8FZsrw5w6/j7vPXKLZFMbtHIjhP77+i/yRB36el9qrvO12+PriIf7pzcck+9QrQq9RpuOxnTt8fPZtyXZtHGwGi1lklA9043ihV6anPDm5yUM7j/PFz+5zB9AmUNU9Wgd+8KGX+a6dG1yxJzxk7wLw5fX7+LW774/HlALjSgW6uUw+k9vC+U4FKc5Uy/JysyoLqZG933sxoZK2TcqwDRqaSYchMNEdu6rDodAbNcLegyJnjI5qJWTPVeXjnYH42JrQQ5owyuVg8czCvZ//9nFzXxR/nxf3GQVjYw3XEdHAKnwzaL0o5yXzWqmBv+4D2nv6SUU/l/5+8dYVnn34Oh9vbvCTF3+TX9r5WLGykFV7MJpcwjAFTH2seRDjbmbj6GaWatlnkgZaC0zS9RLwjLVdQ1MPGvEAlSVUkUXUdhJgrSuo4jOJ+L0kTEmAlxCGIGrpLRs9wEN7O3SXd+PkHPBWvHYDGaYBSPIHoRMvPDSVBFer2J+LpVzXpBmusZiM1LoVOGc6IdRVLK4zlRWFT3GEewRmzmn/TIZeKfVACOH1+O+/Bjwd//7bwF9VSv0PSDD2g8Dn3vWAZ5aV6QVRMvMrmNz11HdWUmZLKfy0ottv0L3g+6EyrC9POPyAxVuYvRFojj12KQMhKdH1uw2uEWlTe7QRidxLlXRayqJlMBq6ZGfAiI+ct7vXbb3DJHCuMFX5fRg8zNFhzpkg1ld7/vgH/jGP2sAXNnP+2tOfojlSw3m2vHqzUby9mbHwDZ9oDnmyukkXPCfzZ/hbs+/m9faAmW4xSuCLSjlc0HTBoEzA7LX0pxWhLz2maAR1tFi156HpoZxj7zU+8rFbVJF+ufQ1+2bFT+19lV2lcQSWIfC19jKvri9y2jV0zmQGT99r+r2AWSumb0eP0KjMR5cfdW5/39dEXE4G8Z2f1iLTMFctE+W50+9gVkOfpp+hIMv2AxxgpLJO8Iimmy9y65kWkM39BvnP3S5PHud8FfttWKUOcBIg3HcjlZf0uoNKAqV5VVjpQRLB+axyqh2oGxM+/+HHuWhO+XD9Fv6hNf3E0k8N9WGLOd5g++EF8E1F2Glws4rpGyvoYz1YwK4leUjYPxq1kQAstRQKUUlXxokIm4pJXZkqGjnwYdoQ5hNSFadQGdHxOVmKDEGCTWqZ7TM1MwSp1Xp0CtbQX96Vkn8hQC/ib3rZoY5P5RgJR9/dEein64ZC4b3LnnmIaISK2bLh9JTgPDqVIYzxgVBXMtF05bVtCNaOC5S8S7sfeuVfA34YuKyUeg34b4AfVkp9AhlCLwP/kfRJ+LpS6v8EvgH0wB96N8ZNPk/0LqR0XZB0ZiWpz6YNTN7aDJibUfQ7AkuY45ZQaRaPzFg8YLInblqRQdVd1L9QCjeP9SFXTirIW41aefQmjJkaKSi6/VMk3pzB2GHs4d8DxEq893I5f88+KYOz6RBbjJ1+Fvjej77E75y/wImH//G1H8O+PMmY63k5ArqDu5sZX1g+wR33JhfNKR2GCsdFc8rSNJjIkX9xeRmASvfMdMtv+9DzzE3Ly4uLLLoaqz0+KHxQomwZ26xquWgXvNZeYmY2zNgQVT3ogmHfLPny5ipdsJz4CQvf8PL6MjfWB2ycHTx5Z+iWNUoF6iPJokQRIToxUGWCmvxdTgDkmsHnwWop0SnvE/v4wmSFQzD6deh5o9vHbKJueyuBWJ2E0M48o2SpGTD6BN2EYYzdaxLahmzuaey3vf7t+4u/VVxljApXqIRppW3C8Dv2lUpQUu8jxqzEOC47dErD7xy4gF0IjTIomL2u+LlXPsyF9y956uAL/OiTz/Lly59g7+VUYqpgkIQQlRkFCtKnawnU6ooQJxPlRO4gGJW14KVfohFXkkgVagudy7rwCU8MlZV6q0ZFA6+F9LHpQCn8ToOf1cNEFqQIiDpeCJ6e+qvrqV69PfSf9xmjD2klMZ2gtRbBtLRacEIwSasIuhY1mcjqIWbiqt1daGMVLAthdyaTQmVR6TxFHVpl7TjL913a/bBuft85H/+ld9j+TwF/6r6vAPLLmFOmU+p1ZfFWUS0iK0drqUAzsejOo9cdfmo5fmLK6rLguMrD/ouO2etrfG1YX51QHUkgJ3HyCRAqTTubUMVq91lVMBnz7eVuQcFj+3e6dzX++15eVg6iJWjhXq3cP3t5hVHTYD94wn/+0M+xqy1/+fiDfPXpx5gu1Qiu2DYEysGirfn2+mJm0Pig0CpQKcdFu6DRnSQ+zYhCZD0zveEH9l7CoXliKikUbmAI41BUyuGju7pj1pgC++qCkQSsoHl29QDfCA9K16rAytXcaWcs+xqrPBhwXnO0mGLuWnSnmL4hy3lv9ZARvG0sC0httPLyUnRklFxWeLME0C0xPV9xabJgrjdMVC/Kle1u1IJJrBsGWmB+XoURLT8eec4MwfotTz5NyiOZDoYxEtQ5MJAqxlC5Gt1ucUIcYhOh2D79AWccC6Nyab6ghF6ojKy6gxFdeRVEm8a0Fd0czCqwfH6fvzd9it+992X+zUuf4x995BPs3NQjTaZUVQovNGjjAv2FmcCxUf9GhMx6mfx6hrhcI4JmOpXt653g3MnId/1gFDctarEi7Mzor+xKyUHiJFUL9BKM5H6zEaOsNhH3b+rBwQTxxH1BjYwJUfmzvR38fCLibXdOxavvHbg2s2XUzg7u2gGAsIR6B9MGuloycq0RJqEPmc0TKovSQssMq24w9vfZ3hOZsaVRTTLEqhMRHx8LExMLDriJXLJZdHQHE44er2n3RBoB4OAlx+6LJ2yuzlhcq0CB3njJ5FMq8+mlZJnGZmpmwKUAX8JM0wtWLrs9GaOl/M3WC/YOS+6MG3+n3TQ4nQQDm8uOP/bUL/Pd9YaXesVfeO63Mnl9qLc5YnsU16U3iq43VAU04+PA7YLh9XYfHXfeePGuj/opPs4waULYeDvKgvVBMzVt3vfITbPCZRcMBo9D03uNjvh72tYjE03vNa033FnM2LSWzaJmeihLoOkdGfSuHnsyKUNT+PBF8pEaVkBlbdL0bJNh1bFWqTgZUb55fpvr9pCJchgCt9u5ePERqkltMLKBEj7KE2y6rrzDYOTPrDDi8VRBx0zPPe9erjDZ+jxdR/F/ki1In43zANI2qW/kojJkFLYmMwW53q+WCSA0BrXymHVPcygyJbqHnW8rblVX+dJj7+Mz05e4/r23WH31GvWxo07igxMjVOg2VYzy43t1shpXbR+pkMjvJEnc9kJjdMKEYdOKgTY6ioBFLnqUOUj/m3WPXmzyCidYKTSu2wjldD1huR6yV5VCaEDx/jsJqpaCZaqq8Jcv4HabIcFs2ki3Rm8/yyAjBt5PLL62Utmr7YQK3nViwCuLnzXotkedLuV8aUK2NtM177e9Nwy9gnZX5QryZhNonANbZzy936nxtY7p7orFAzXrS1o0axogwP5Lnp1vnRKsztxeb6VkWegLvnAQuQRvFa4xmI3DbISNkrMefeE9J88rLfeTM3QefMN423u2d5gI7rW9YvBS1w92PPnBm/yenWfoguLPv/mjrL55QJ0gmy2+/2jyauH4eMrty3NWrmJqOvbsCoBKO/Yj/33jqyxpsImEda0CPig2wbLxVc6gBXBB0RRv6jpGNyvlmOgua7s7LXj/xtuccXs3evM3jvY5PZ3gFxa8Qq811bHQP3UfRgbbm8LA68KYF958+XnJJy/7Jhl5FYLoxlcyMZ34KQd6hUPxxnI31kQoDCYUz3owpmX2KYyNf/bkwznDJ63CPFuGetjwjO7SdksSvIpssFMea2IEyQacgaxGgVjFQFpRAtkQKAyOwkX6Y9CCnU/uOtYXLf1UMbnj2X9O8TPf871MHuj4kevP8TOPP8DBi1LMe/J2y+H7G97+XofaCYSV4dLnGy599RS17jNP300rMbBW463GupBphqGy0NicGKWy7EBMZEqXrzV0Hep0SdX1UTgs3mzfo6qDbPzVJkoDBy8dkKQSrBG2VCw2QqWGgOvOjPbBfVxjMnPKtJ6gZ+i2wdw5RfWy9g1tJ6JmR6couyckklN593AOVQsLJ6t0Hp3ij47jY1DCxZ9O6R++xOr6BL71DmOhaO8JQx80rK5KpSCzloQIAF9H6Kb19HPD8orFG3BTRTeHBPkoD3vf9uy8uqLbn7C8VrG6LKyM6W0v7IAQRgwas3FiKKxCLT12FQTLVcPyfvSClhgrw7L7DMUtttH8sGXwt1cK32nrp4HPfvwZ/p2rv8pFXfNzq4v83NPfxawIwGaMfnuVEeQ79UbDN/eu0nvNctGIDAJw4cIpH7vyOlMjgR4XL94HnTNeO2/y32mb9PdpXFpVMUO2jzOnC4qVq+i94bRvePXwgMO3d6BXEIuAVHsb+o2Foyqzkprbmvo4sJwNmHzZEh6eDOz29/Ll+Bls1+gliFcfNASr6KeefbNipjaceOF13llEnRsbHTtx4AvIMeQxMO7zMIYr0nNQZ8dFpme6YlzByLCfgV+AEnvP8YG488i4p3Of0wbmUMgroNKbV15w8nw+pM+U85LLsulp7rRU1w3djjhXkzuBr7/4ELeu7PNQfRf1fUe8eWGPfsez980pp495fvxTXwPgqJvyxaMnufh1jTldRbhIY4/XuJ2Gk0enmDawd/skVouyhEkl8EsIEjyNrJVgBz13QOiLRsN6Q1gso3hYZNYYgz5dw9Eie95ZYiC1rhs47gBGo+YzwmwiNmpa0c1T5h7gZdXprUI3hmD3BGo+XsGbbwuFc7FEh1gSsK4JTSVYfOTr62OpVRxWK5S1qJ05/sIO/f6UbsfSz4Yi6vfT3huG3kC3ExjVFYWY7iyenO4d4ZrFTRSuJlMgUVKgoDlykj130dLuiXiX2QjvPg/YzP8D1Qu/Pi1PU1JNYrmMMidLb3p04Yy89uyFwcjzP29SSBveKyCXvL7z5BL6Pc9nDp7jCStB1M+dPoF5uxoMxba3uXVMFcAuFct1zWzSYitH3xmCV3TOcHcz40Q7Wm8zdp9+A/nvWGIBj8IW2Hz6X6AYg0eCtau+ykHbzhlJWVVA5VHWS/LVxshzUDIxVwsJrCdaX9kf5X2eqweUH8bZ55VhsPR/9PyDhlB7ZmaTd2uDoXcaq8b7lVmuCY4rjXyCTUbe+dbzOG9ikC8Hh+NdX+fzJpl7pcpvee+iW6NyHwh7qhAzixh9khUIEb5JxUsEY5dj6XWHWU/ppyIaqBzoY4H3JqrlfRfu8sylKXuXFpxu9vF7PS+fXMpidpKgKAHTROvU617kiCsRTstUTJDrWm4G7Zpykk/1WFNflMFo74UqUsIfRXbsANcUreTnex0zWEVyIUkyeKNGDysYBV0Y9ZscXgnWvlzJZ9NJUVkqSh6sN8M1WEvYm9NdmrG+KHB0P1HjSf1d2nvC0Puph0dWBKdo7zSDlO5MPHgpLNATTJMTZ0w7yAzrFtodw2ZPsmKntz3N3V60rOMKTCh0yeOVtG5faXQrWZapFmYqjJwfCltGxBNrnsq/5wW+1LC6PfP5qIWtTUoDXf5m8ELdNPCpT7zAT8xeYldbfm29y//x9PcyuSPY6Mi4n3M+7YAeprcUh5cn6CuBuu5pmg6jApV1vLHcAaDtDSEozDnFx2UFP2baABlfVirk7xO27yLv12hPZRw7lxd4r3BO0/cGd1qhVkZWHL1UEdt7xcXEHJn0faVJgnTbxj1NBNmgxvt1EWrNE8IWhBFMzAaNBdHVVHD5daiY6A6CYbOpqELymENmpZTP6t3yHcpnegbLzxPO9qAZ9HfyfTLsex4Wf+a45SEDbE9+SSvq3BlFIZz3GJAl8d9BMtKNgkrqpep1z+TQ0e5Zul2Fmygmb8Kzpw/wO68/zYsXr/HMsw8za1quf+w1Ns5y62QX5zVKyYrCzSyh0iyv1Zg2SD1ZYHLHYZdOaJWAP5jj5pV4yavI5qkrwexDIEwagXbqSrJmo3evlBIe+nqD2pkLtt92qGTw06SQ/vax4lTUtB/w8wlYnZ1I1QfIcR6fpZ7NspWEMECtNtL1VaxQVVdyvE2L6qWAuOo6wtrnylZokVD2RtFPTSan2KWXYi332d4Tht6cavb/0RS7DNh1YPLGijBp6OYiQdseVPiqxlUKsyEP1MntgK+hm4nomWkD85stdhUxOC3QDDD25l2g2zGsL1iqRaxEH6UOcmFoE3JwL7/Q6VAUxr701pMR2Xp5y/ZOtDooVhFli4YpGPCPr/gvHvw5Ztrwluv56Ru/nfrFaWYslUHY7XMl5U7tAs1hoH3VsrQTcIr6jkF3itNJwO14QuOx8250G+IhFxaqOHhZgyEZezH0xW0UhbqDixFKr8ApMexdWokp6iNFcyew89IJ3cEE1dv8DJIezSi4Gi9tG9MeYdHlRFpMBok7D4CGetbiUOzpNZf0ireCxq2kKLh2Ydwh91qtlY/vXpNBufoKxbUzfJdjDen53avdi+mzfX3n7Zq8d86qYw7XpSQoGoLQGAMDlGNUxsnrww5z3eAmin4mK7Jfv/Eoi2uWf3Xvy/zy+z/IohUPrTE9s6bFKIki3GkPMMue9qDGW6iPfZ6IVB+oTlpCbQmzGjevhsIouQarz1WalBf+u+QHMGTCplVYVRF2piRsf1SUxHvJsM0aOnIeNWlkAplU+MbmCTBYldVzzUq0e+zxOqpqRpbQbILfm0nYo3e4KweExmDfOCIcn8TgrobpFKV6MBOYNPidGd2FKW4qTqzpJHGsOu5ybtD9tPeEobfrwMELG6lN2Tp06+gPJrS7hqBhfUEU7JojwVW8FV2U3VdblA9sLlQ0d6MscWppRKcZt7RLXhKpqokMyKBULK8Xcmq9N9GgxEIeQROXrOkYZL3zALJqKAxMwvUzPFAah20Pq/xXjV/SvKII0B54fu9TX+QjdcsbzvOLiyd5+quPMlsN9zxKkPLx/d/y8JUHu/Zc+Yrj7a7CV3Dhecfsxho3tSwerFhcr1h/suPKhZOoDe+yd65VwGiPVX5k1D0KozxaBZzXeASi6b1m1VnWbYVzmq61hI1CtRq9UZi1wiylEHR1Gpi95ZndXGGO16jFClMbmsMmSjMIvS/1VflsS7gtQ3swCsaOZCtUnJiSJx+ENbI3X7Or10xURxc0h34mMhEaSPUSHAPXvXjmo3oBZSsn3MLIb29bTgpnvPLCsTi7WhsnV20fdzRJjGZucWa2ZYrH1x6pmU5yG4irKY8W5ouK8M6mx6w67Kqhm8d9emhf3OPLTz3K75g/x49ef5a/8fLH2TgxPeu2QmcNd2HEQC0qtIctwQg7rjqJcuR7wofXnccuhXId9uaE2qJPVrAJWZNGrTdCxwxRox6yFIFat8KTV0q8+ipmxq7beD8xKSrSOYGsY+/3pkIBLTSI6uNof2Kyl9udoFuHWUopw2AUm6tz1JU5QUG3a5neWhNOlzL5zGONW2skGNvUtNfmdLuGvomqAb3UzzVthKP/BYma/fNrIaBj8QC1avGzhs2lmn4ywCmpXFx6YatWstJ8Y0TLuo2zeCESlZfXgQGK8UH0O1SEBJwSelMIaK3wNupvW2IiEKPldklPC8ULDnJdpYeW37MtL31Ee1Tj785jQCgPvoYrT73F7z/4DQyav3n8Cf7qi59ietMUFY6KfUceLXlVkKCpoBWzF+8w+7bBTyv0yRp1usROG+q3J+y9VHP8+pT1/oxg4LQo01fSF1O/jO4rNR+FsTqJl8wjY0X3ontj1yEynhxmGVkPy1houVgKmKMVOzeEtlYGXwND/41iKuXnW1DIiBqZnpuNxnsD/RR2mw2V6mljEtnCN6hWRyYLmUOfsqZzwLPsn/zsQzE+BinlUGxbGvQyUB+2xkKODxQrge0V2/BsVFbVLaWHt8dw6ivpj8GbDzbGFlQQiqjVwgSJsQxf66x1A6BaBGboPdVCJCt8pTCbwOx1xZdPJG2HoAAAIABJREFU38dvnz3H989e5G+qj/HqGxeYzFp8hPMSdONrEwsJkVcppvOoVSeS7TH4mieXWLw8s2iswV/YFY794WKgY6ZgdRNruZ4uCesNaj6DusLPalTvxdB7CTAnWQK1M5fJYrEUls5sgkraWU5ycPS6x08t/X6dVyDBKPz+HLSmO5iwuWBxtYxhu/b4xuAfvopue1xthUJeCe7vGk0/N3nMpOajECMTg5lZ+Br31d4Thj7EhxaMIswa+v1GpEhdyFXfUxKTt/Jj12RPIwVVIQ7WxANWcUmWBrKTFYOKiny6k5nWrKMSnlWooGKsR41x2ADGh1hsXHHG+HPW0Az3N/5fPjzbD2cgnwKKWD3c8Sfe/ws8ai3PdPCXnv40fGtG48hGN72X+Xhbxr80Tv1U4XcnmNfvoG/3gkUGLy/OaoN+w3HpW+kmty62zLAsP9vetmSDJIOQ6H/xOQ39IZl/IRZALtUCVddTHXd0e5VQbG0Kyo4LdiSDHxRDQlXhxW9DHyr2STZuWqi6+/WKpW9Y+4paO+70O9ilyiqNeTz54n7LSe+c/snB9fOwk2SMi/1UKHMDiskkT9xnB1DZF+J9n3Ou7RYnnO0sbNGzAZXgNq0EonHiFCknDlMmOiQHq3M0hx3rgwZvodtR6BZ+5bUn+P2XZly3J2y6iv1fm7A5mLJ+rMPudigVsAHa/Rqz8ZjWobpYoLxz6OVavPIoaoaO95hqrrZSlpDpTEoS9p4wn5CTpnpZ3qq2Ry1WopmztyNBVaszXz8k3feThcBAB3u4y7vgA/YNCKcL9GIlfPlY7cp0Hq8s/SxqbN1Z4RvL5tKE/qEprlEZhfC1kEe0Ezl11VeYowVmtcHPJsLEcRrdKeyil+dTadYXa6GWa9lfuXD+WLpHe08YejdRHH5wwvx1K/xTo6SgQdC0u5rNvqJaBOxKPHazCVQnDrPucdNGAiGQDUfmMhPVO5QSTY4+yiF0Paq3MSCrqE5Drg4WlJLqRBGyU9H7DVpskQbx+iP2V0IrIzZI6YWVnnvhpWWmxJbnphQjiKHbFTrlZ6c36dD82Vs/gfnmHLuMGySPFsi1ZMul/jktaFhfnTLhoqh5tlKgOadan2MlRsb5nZTzVOysbaOvNLk2UaqvqVU0/lpGoxVedIgCUKEy+FmNm1qpBZsMOJyZQLOXX15zMvqQoYlsdGMQVlRTRVDPN/Dg9DiXTZzQceSm6E7GgasgUSaDi9TJQjYgdtRWf6jhvu/1TLbkCcqA8rvTbsjaLudBR4VfUmhKkdk2Ko73xLjJq2IfBnw+epsaWTnT+wHbV0BtpZ6E99jTDruuJX62o2ANi1f2+NqTj/Bj82/yies3eLrapzkMrDqNNh6tA74JmRQRKo1aRHpkU+GMwc8qzKIF4gSzabNqZeq7fm9CsJpuYrBaoVc9ynt8U6E3nRh5H6ARSiNKoVatJCWFEDNhA0wayaTdmwj7J8kbWytQjyKyrmJ39p767bUwBSvJbO1nmm6uh9WbJq++QfIJlLdURqNOl+i2k2M3Nd3lGZuDCrP21Ect1cLRz2QV4RpxSHP88T7ae8LQBzMUdV7tRfpQo+jmciPVIlAtghQEVwG78ExfX+AnNire+dHglD8KVkY08kRDr9aC7duDycAXVtH2+CDBQVN4OWViSYJAKErVxdVGpCCPXuTSho9oj2c6Yfg+bZugCfPBU/7Ta/+QiTL88vqAX/nKh9lZDvuNYJp0zeqc70KxDUjdTT3DLhvsspMSb22fWQCyXxgq1fs404VA6LcM/T3S/5OBz6007KkmplKDca+rGOCSmdZbjW8MbqJxtR5w9ogrp2QnSJ8zTKrESS96gDk/IncyQ70B5AXqdj2X6lP2zQKP5la/z6vrC1JuslgRDT9bRv5eraBLnv0uOQsq/18ec3slIoZ7vGoY8eUVmZV0L+8/nyeN4dgJWQc/Ojhy7DCQEgC96gmNydcSrBBtTaehCyIUuPS4WmBFNxF56X9890N8ZvYCP3XlC/zTxz7M3ks6UzOtdaxr8JXCTbU4bwcN9lSkCPqDhn5mqGyidXqRBk4qk0rhLu/iJwZXa9xUEIKmdehDwcFpY9ZsZaOEgwEzBGtD1wkbR2uhPMbiIGrZY44WYiu0huMFHMzopzIuTeuxSlHdXRF6cHu1aPb3gWrhY7xIOq8+kTKnygd8Y9DrmDU7nwLg92e4aYWL/eummo1p0K0wbfCBfm7QndTXuN/23jD0CjYXFO2+ZfmgE/ZFD27i2X9es/N6j1lLwoZqPfZY9J7dwUSq03RuEORXKncqFMwA79HrFnV4QmhbVN9T3W7Qu40UO4h0y2BUDsimlnFVyFisL5N3tgzoqKJPkbmZg3X5wMVPOk7RVIB2L/CJB27yYneFZ1vDn33ps0xftWew1jJOkHHjdF3bTAokq5QqwExLdS0N1mgZ+JWRCjhp9WPiLNYP+OhIZyNxk0fGvhBsKdgMScQpbxcDX9QVfiIevEjYEtPiJQ7jaxUzlwcKZTAqJrkN4yhLDkTRs+2Wn03C6tOkqGMFsz1Ho/osxnbqJrxwfAXTDlpMKdZxLxrlGfw8c7jTtRXPJm63vepLsNuZlVnaxouxL415OQnm6yj54+V1qaEPyvEhEFJxPoptIsSq1yIkKNrpKmtIuWmFCQFcoD7q8VbR7Rj6GdSH8MXXHuHlaxf4aH2Lqx95i6O71wjVcCLpl+hUaWLBEWFb2VOH7gLri3UOSqp+gupruXer6WcV/UwkTfqJZrMnGPf89rEkS3WdUCSVFAMJVqDBYDWqruQe60rUKlcb1MlSJpO6ihWeQua0r682eKuoj3rqw03E9zuUNfi+QimhhgatMuRSn3imr56gjxYClcYgcCoqglLo0w36aEnV1PR7E9xMiill+neUajDfAbUS3iOGnqln9aEN6k6FWWnsUrF+oEfNeuyyEcrW6UaSI3pHmE1YP7QHWlEtO8GrvJcBp4VFo7tYeSoOGr2MRj6V7GrqbKiDVUPm27Z3rAcPsExiGsEExXfAGSMMZ/8/z7hnLDYALhrfpeKLn/sgX6g+AF5oh1VXbK+2PL7tlzQuMROGj2Uogxc3Dsnj1gqjVcQ9GVZB0ZCn+rsjPL7w/PNSXqvxNkqNNErkutRQoq428tPIgBYvUYEHu3K0B5ZuJsY/4fOqMJplJnNm2CTW1DkTaZpwlUc06KPhtCswh5a//tInWa8lOzd4RXfYcLAZ7yv3KScd1Vktu74YLwlK3F5hpXkmT84M17wdpN9eFab/c+5H6ldVfC5P+MzYCAohIaRzl6uB6OHrPmSoTsZQepZESiIyKUfYyDcG3Rl012JPWxqj6OZDBqd/ec7TTz3CU9VtfseDz/CXr11GTR113WO1l/KVteggmSB/L65rdA9NDP66RqG8nC/YCa6WBKP6sBMZg9bRzy1mI5Tpbtew+Mg1dOdpbi2EhROLgqtYnwKt8btTmE1wew3dboVp55hVj33zONqWyJ+fN/S7Nd4KnVv3gW5PNOUrQK1akXWmwiKc+uok9q1WuJ1GHNPTFX5nSndBiqxUd9cQAm5e52eiOwdLmfB8JTFF3XlUrzCr+/fm4T1i6Cvj0JXHLGQQra/3HDxwzOEbu9SnsY7sckOY1vTzJlahUUze2ohk6smCsDPD25rgo8RoMkpGScnB0xiAianLbi6efKj1meQb8XBiFZgR2Dn21ssKSyEMBmg7qFqKmJUvcblSOJfZE8BsYHZLD6wSPXx3Bi1IL3+EyEfByPiSyypDauT6PmBayTR2tdC4zI7JhiOxY1QfM4fdYMw5Z5WgnJdrTFrxsS9DzKRMnp/qA1KyTmdPxVeRixxZHXK8QLej6ad6kBq2heyAivpEOaNxuNcyblJ6zCmXQMUgdvqtY3Br/prC3b7ApB+M36wHsw6DNx8iZKTShDlugxb6+LM0hvJn50Az28HXETNn29hvPwfFMKHEc6X98vfpzxAN+hasMzgFKhMPEp1PBcSRilru1MSAbLxnBidArzqsVlRLS7fSuImiPlT8xt3H+Imdp/lX9r7Cz3/gw9w5nbEz2aBV4Dg+P9dIclBQkgw55LYME2VIDgnQzTRmbaiOJJu0vVDjakU/VfRT6Bspjbm5WFGdOqpFjz1co9YdWIPbbdhcbPIkF4xAJo0faJn91T26XakTKzCirPz7aY2rhPpd3faESYWbVgI3NjI5pZKXAGpqMQsbPfNekgCNxl2b0e4JlFnGWsQZUdk5M6sYMNYKNzlnyXqP9p4w9C5o3NJiNLQXHGavY7WpqO5YqtM+J0a43QntvnR2fSSzd+a61hVMqzEmqcQrVEmy1BpCXUnShdXDg1XFi8jwWW6lV1h+vjUPyL5b35/nxRfbjiiR5efEl7E8RzEBZKNVvuTxd4i3nj1dPWySjh0UYBU+RFqbki0Es44vq5MApe6TYFRMGDoPtgjkTORg1dj4GqlINMo+RgZwMra+UrhKZQ9dXu44CVVkgS1v4kRlwsiDL/s4bD+vaPTLfqU0oNHwByt4crcT0JFtonrx9FlxtgXO9gNk45sn5mQ8y0k8P5Bit/Lat1eDjD8rPfi0wb2DwcP2ZymbKgdjszY/5xQw12L8CYFU5WmUaOXjhG4UQQvtUbcOswmYDfQzOf6rxxc49FMetcc8efAmX1g/IrUHIMuWoMgCh9VS4iLVwom3X0ysaTzZlTghIerc69YTdkTKWvVgukDfiGii7jW61Rgtxb79tMJNLL4unJNY6cobTXdhKquEnYpuRwyrr8TI59hFEChFauqaLKqIkvcnRPKGaT1648T+zKf5eu3aRRrlUNxF7idOtki/SBGWIM5OLfGB+23vCUPvF4b9r0niTtAGe9MyeTuw+6pjenMh3nhMaJAC32L8Q6XxtcVYi2q7oSiBGh6aXreoWGsx1BV+Z4qf2gFeUAhso4fZPHmGY/lbzhoRGIx9uaROtie97FvefG5bHlrJTw+QA1VnKHal95+ugcGgp2Nvf569/eKaxfuUc6la9H6yh+lBOxWLawzJQduGJ8EEOul6mGGizHh50X/CpY9UWSM0WlcVwUo10Gh9ddZjVwF8rkK2dd9lP5QefvztYx9k4TdPXKnIBOW/75jf/cTXsxTzlw8f5usvPsT+l2vsOuQkON2HcVWpcyiVmepZjJ+8yiieaZmPUUKCo5VYYNyHPj2/aKwjPTOvJIpty8k9Seim1cJwofJAs7BZOQEZhQ86JscpQu9RG/Hygxln06qoOomToKxdOkwrN1KdwtsvXuRrjz/CU3vf4N+6/BvcWO7nQjNBiUHX/y91bxZrW5Lm9f2+iDXs4Zw735tzVXVXV/UAZbpbdINBAoMfjI1lbFkeJWwwcvsBhJB4MMYvlhAyDwYbvyCVxYORsDAySEYWMsYW2G6LZmoVdHcNXWNmVmbem3c69wx77zVEhB++iFix1tk367aNULKkzHv23muIiLXW/5v+3/f1HrlZqZLR+6wR285nd5JvTQR+n6uaJmpmiCBrO03GXD0bOdzRbN5UkhwrDHe3+MZgRk91qRTr4cTmMtjD1kCoqTrPsC5ovRA1bqXc1jtP83ifQV9GTz14zE6lUrWzuVaQW1UMpw3caLTwWSvY51rOoDmLpdnjO5Eq9UrwWeFNbs5x8+raPHxKgL46wJ2vdjGAph2g7H7E7Aet4jZq+8DqxUFf+qg1+HUFLZjdWhNt4g2ECEyD0zoXoKnLbZV/JybfpHLFs3KtMNPCsi9/oZHPePOQ3QDYAoThmiafg3DlV8V9y+dcNrNeWhARW1K1w8wgCczALl1zdu4E9GnfALKYoCSmpY8abuFiKIWTjk2yia2/qxZTulLKl8REzd1X4ERLWEyMKRVAvtK/s+mehG4o1qNYlxIYl5/TtU2R2CS50Y2Ob1zDF+8/5jeffJtb9oor3/LR4Sa/Umji2aQuhL4gBT3x+v3MbrYj97AU1tmVs7QSEg6n/Uy67vWtBPVJOExduHQdFhp7+WeqNy/xHcpNw6MgGosKoUFLFOsYJRVA0niM0b/tfkRcTXMWcCvh5F3D33r6Rf6lk6/ypeY5P337fb5y9jbOqwbuGq3r4hr9z9+KWfHn2tzEx7wYe/BZgXCNmQXf+xNLfeWpd1Gj342cnvcxYDpCpQlMu9caBekz7VfhvTZSCTZZkrH+UTCIh+bSZ+s2uefaxwfMYUBGr12qUG07GGiveszZZV4Tf3OLbyzDqZ0BwHBSYQ9TzwxirwzTe6pOtQlvDS7uZzpHMxQv4ytsr9JK8B3gLwCvo6/6l0MIf1ZE7gD/I/A5tJ3gvx1CeC7KnfuzwL8C7IDfF0L4xU+6humVg5qCqTJ6pB8V5J1XvqtJN1MpUb6xdLdrTBew+xX20CHeay9F0N6Sqc5ErE8RYtZZ0vizb14KLSZEdsext+jY+hSaFgUYJFfDNS2e4qUp79XSBcPicwKvI2AwaWYLkCj3X4wlMS5SmefZGNJHUe0XLzg7/S4hzME37u9WEZRjwlnWKs18PU1q/mM0gWQqUSBZ6OTxR2GQx5TGsQhAh+Ja5bFBYrmCNPakCVsIUZDQ6b++hjEopbKWEY/heb+Gzsysq6TNxSyNmfA8+twsgTve+3xry3taaO8zAVAAw5LVo4q2zH47mtTGZDUcHZtM8zvmSgSin1xyfZlgp96xUuZfxEQluxuoDiv1va+F7UPPP3rvbb755l1+U/uUnz35Dl89f4O9N2C1u5ftY5mT2FPCDgHTebpbtVoQLtCcK6vncEezTasuNo2vLdXBRx+9PgzjZsX2/T324gDWcHhwwv5ehauF+orchEjzJPQZrPZK6ZYQMF3Qkgt7dbFgwNUqFMxuACv0D04YN5ZxbaIloBm9zaNn2mYweK2Hbx/g1pus/YeIRWb02ha1tUClWv2grLNkDZihwnQj9qrPTUtedXuVPUfgj4YQflFEToF/KCJ/E/h9wP8RQvhTIvLHgD8G/KfAv4w2Bf8C8JuAPxf/femmNLoRuqCaeWoOIKK+95ii7Gubs1uNqEvBDB5fW2ziZBNBfqcptaGpCW2Vy4n6xNHOGs5cmy+52NfGGV/EUIIGx8F8aT7rAS+Zfzrnkd+XQL0M1pbnnWn9BdAdLaQm0295LfKFEnhAbmydwCmCnKsXc5pdb0p8OSbAnImVR4WJGQNZOEIB2HDN2pGw0JgXa7UULrPvC6snUyyN/u0ruNNe4YPBYzg1e3ZjgwyJsw/WJSEd5qB5LH/jJVsulVGuTVKkjwjbUpDNaLTl/gWDZvZ5sc2yeZcgz9xfr9ZzMZY4byQGZItcihyITxZF1PRTpuy4atTVY8C+t+KXf8M7/IbmCV9qHnK3veK98TbSC/XOYTpPfely06D6YtTg/WhgUG162KpfXYK6Z5I7yvQKzsPWaN4N0QUYA5fupOXi7Zpg4eZ3euqzA+5ENXF9Zo26Ss5VG/GNpbrUvBtfW9y2oroaqfpRgbqOXPzRayxHyIFaXxmlc1qrlGIR7PMr1qNnPG2zL1+8Wh1UhnFbq1XTqFJrO5eDzqYbdRybJrZbfHWt/lV6xn4EfBT/vhCRrwFvAb8HbRoO8N8DfxsF+t8D/IWglJVfEJFbIvJGPM/xbRjh42cQfE6Vp6qQtiGsWvy6jvzdUd0xsR51czZgBuVZh3Vs4ZUqxhmj/Oy6itZABPjU7zL6jlMxsrIA1rVALES/8EtAPa3V0l0CMy07vcgS902gE2BuARy5dv7qmFkvxwHiGOCUTI7SClm6eMo5zeq4lFmmi7kmSyZ1flJTvwD+eL0UB0kZqaGO2nV5nqX7JQ9oMY4wfX+M0ZLmAEzJTqQaPCELsSDgNoEf2z7itfqMU7OnFsdF32K6iQ0UbMALysX2Ra2XY66XMtN1eSPyZIvxx7Gm5yQs5l92l8qC7pgGL9Nn9flPY5xd+sig5jX2w/U1jeDvWosdtYWg+un19+RDTrWnZD9QnXfYuzVmUI15+4Hwtx5/kd9x8lV+uOr54vYRH+1vUF1JDHRazXzvPePK4iIDp7py2b1rUvCzUh97EKG7XTOcGKqDjzGYkNdMxsBw/4TuXkO9CzQvHPWZKoPVmVaa9G2Nu9Goe8ooe6e+HLPWbgenPvRG4wO+1mQpu9OSKvZqoPnwnPb2hnGjNfTPf+Zt+pPobuoCm0c9w2nF7p6l3geqg6e+iM1TRq9d72ISVvv4gOlGpVxGDwRGhYLp3UuF+bHt1+SjF5HPAT8F/F3gtQTeIYSPRORB3O0t4P3isO/H72ZALyI/B/wcwMqcXL/YOEJvon84Ji2UW4imog9ITB5ICT6ITO6emI6cmiV4qy9t+jw7pUisWlkED8sMQxX4M19zYoGkSpEzOlwEddyk6SxBa/b3S4D5+pel5pTGvjinLI5NwF/62T2Zb15aCTOudgEy2dLxR34vXQzl59S1K7lcCg01qJU6CZx0vpeRCRIYJkGRYiLlLkvBUC6BK+bBtHaggmZcBza24zPVM26ajl2oON+vcm2SslqhGSfm0TEhWyZUXRMAswxWsnupfAaW48yuviSolsXZQtJep1iH+tvD9TyLOIclCyi5L8vOWzqWyVef9ktCLngPUtB/K4NvVKkyvdOg7OCo9p6103tX74RvfPcNvvPWAz5XfZ971QW7oWHzUBhXKul8rSaOFgGb6LT9VqgOgfWTEQkwrg3tM0/9fAds2D9opnNUgnFge89wUuGiK2f7UYe97NXCqK3ekBjTM3sNiJo+0D4LVGf7mChoY7GzmnFVq8ZthPpSA6SHezWrp0L1/mPsRx9Tbdb0P/omz36sUdbQpSoV+wdKxww5nyXkYn3iPc3zjvrSKm08klDM4DVDfKVMm2FTTTGJv88rba8M9CJyAvwV4I+EEM5Tcapjux757proCSF8GfgywM36fpgKmqenO2hyk/dIcq/UVf49VIb9aysNYvQeu7eYM+XAhbZRCpMxmsEX/fIsOsAA0Z1TBA1nfUgla1XekEF+ljCTX+KXtLErwSBpaCw06uVhxcteUgCv+VDl+suaXS8Lxk76bUm1zOcrNcXCp70cUxYwRUYqKD0zA28CuCoOc5yfI88jLMYW3TihOEeZdDRbpmuapv7nazJIJTBMQsXXIPG9lpH8LPmYnRk22nDEEVsjBugONXaQfL5Uojif26i2PuvPWmZMQy4wlmMQTGPMgfnFo5mFRcx7yGtRzL+05JRNQ9FEJMzXZrF2cwukqG8TGVYp9yG14Jw9Y8XcfFPh1pUWHxsV/KurcXJlGZBeM1l9LYyNctCrxzW/vH+bn159ny+t3ucnbn+OvyNv5nhMd0sDoL7SAnxJsNsuEHrVeqsrR/ts0HaDN1fsH2gde3G6Di4GTE3vGU4sxgXWDw9IDHCmQoraOMUhzmG6KBz3Paay+FWDv7lCRo99dkn18Tlmv1Z8EbDPLgmbFgkbmg/PCYdOs2udp/nVj3jz7DbBaDnnUBmGO2vNSgeaF70qpykpcXTYnZJHcgkS5zHOa1/0YYVr1zr3nZv1d/hB2ysBvYjUKMj/xRDCX41fP0ouGRF5A/g4fv994J3i8LeBDz/xAiFoCrAREKMZlMZC8FraIKdwT6awDI7mxchwqj0i62dRANSV+uRrSwoWaYLQPDEq8bqv0SkLLbUEkFkQs9DEPnnhyjkye1FKGl3pg83Xhcmdw4Qd2U++8NFmUz8B8fJc6UQsvi9cNzPgKAFCVNBl4VFNxx7j02dhE/3exJdPMjjG6y3WomTm5GsXmu1yO+oqKxLFfFqfMK1bKmyW3TljwPT6W7Ud2Bh90VwQHrobDC9aVlcKMLkcdKocmJ6lyNrSvrOJ+yzZOkmlG3wMAF+jwS7mmcaqzchLTZqpObnXsVP8PQvwpzmKFlSbsaQ4onlB9MkH8NH1lu6XlZmXwBmDEclJO25l4ABUMZs6hPxvKptQXfaMW0u984ytpXkh/OLzd/hXb3yFz1Z7/s07f5+/8SM/yY1fNVlg20OgvkKVvkqw+0BzqTWvglUXitIpo0XhAgbFCteomwiBEDvPmZ362e3oMVfdJIy8n9oRxqxZRBTkN7UC+i4WRLMWGRotd9APhMsd8uKS9uk54XBQDIttAcNVB9+5ymslPtC8FwujvXYXv6m1RPjotXbUqsLsJxKJrr3Bb1qlkrdKC68vRpoX81LeP2h7FdaNAH8e+FoI4c8UP/014D8E/lT8938uvv9DIvKX0CDsi0/0z+tVtK1WrYFXRGAYCV1HGB3SlFpSiJy/KjYa0fZaGKaiWNZGf1b8LzFsKpmDaAkQS218ofVkMCxS7mcgWSTuLANmR33ghSaXliABbZmOns8jSQudNN9rLo+lgCqv97KVL+aZwKXs4FQKimRZ+Hr6XI65rO0zO7eZfitdNyT/+LVBTeMuz1XuN6OQlgLUF+sTrRMTAV4rUMbrVyAp+SYKmJPtgbvVJbdMx9Z4LtwaczDZIildWprJC90t/TcHqdcBt54EQbAhCx69NyVwC0GmXsWzmEmQa64mFZ6ShZftdGzNOayfeJpzrSg5nFh8Ffsoi2aIZmurVFoy+E83OVm0ZiwXVRWjWX2feIjdjbimob9ZYXrt0RxqLd9LouamchdoXESCdp762nff5CuvfYbPnnyDH61f8NaPP+LFd9/Q83bag4Kg9Gvl7GvWbLrvvrIMJ5b6Sjn3EiV7ihHZIWSqZr3TpkLDaaXNTXIPWDMpkVJQfEOsjTU4pIvVLUEzZSNw6yC0o5U/HLRYnxElklSVAv4YHx4fCCEgRjT2aAW3rdXPvxtV+BzGXAMf0ETQdYu70eBarcfVPu2wF52Wba5f3fP+Knv+VuD3Ar8kIl+J3/1xFOD/soj8AeA94N+Kv/11lFr5LZRe+ft/4BWMQVarqRbKMGp3dOeVjzs6WMUFDiEnOIkLyqdN5TorG33y0TcvZE0++4ULznxKNpkFJzNgZ4dVAAAgAElEQVQQXVcjp+Qp/U0LPXHt5QlMn3V+R+YszME0FO9zsX9Jw8tjK9w/14TK/48tWGXEXPs+andBmPvU42+Fp2BilOSDF4Irjt848rqnxh8v09xh0kTTOY9tSRAtNeYsfErLJe7nq8iZXsH9zZ6Hw01ety9YyZ4zt8EeJLsQ0lycEXwD/alw9bYnNB5zMDQvDG4VcFuPuAWIR3eb8WYx5ilB7Vq8I61ZVg6K5zgJEa+VX8e1YfVEqPeBwx3D/kHgwS8Kq487hs+sMQcf4zEyUzbKa5SNwq8v7nydUwnjaj/QOs942pCyp1PpESBrzf3NhmFjqK88zaXHW8P6uw3/149+kd+y+TavW8e//87f40+/+a+x+UhbhpohNYZXkE5lPVKRMEeKkcVKmvEeu1atJ9cKvtXvgoFxY9g8gvYJ+JO1NhdJeQBXsfFFXSEXOxgGxHuddqddp2g07kfXqwUwRmZgVWkjkjGyBVPbwgjquZDaZo27c4JbVSo0x4AdHfZqwOy6SSmtIqMmKq0yeKyH9qJTXn5i25hPeGEW26uwbn6el7+C/+KR/QPwB195BHoQoeungbsiolyYV1hzTfO2vWc0Vh+wzLU3OUI984uWl1xql+ULVCZLLVw0s8QqWXy+dhGuad2liyW/YFzXnJduoSDXjY40hpcdc3QrNf34zmcGRwEq17jWMv98zeooz1tYOmWpgVntlvK8L7M6Xvbb8vs0huLvko0zadfFIWVQOgJBZTzPxhOe+i2npsdhos+auRKQBK0FqgArh7cBeaYNI/wg4CUWnJPZPK+BulctPZ17qTHPguR5kqRimJlqOpzoRcadMJxC99bA4ds17ZNYbz+1Sqvma5fBvQD7a1uYjpneFZ2f8to1iadkG/nagFENPr3LdgjqajFC1Qba58KHVzc58yvumEt+YvUB4+0RPqxnildSAmy0yLwN0cLQ+Se/vo/sH1+rXz+xuqpDyCwrgPG0wXQOu4dQa9aqNDUpGVOMEMZRPQwJk5o6u2Sk09ihLqBRQG8aGK16INpGMSxVahUBY3A3taG5S5m+g3bHEuc0c98YdVV7r8vd1jFYjI5xH901CQdfHie9tn0qMmMhqAmEsmOkquYdiZImX/BGZRixxuSKhximMrcpyJKAOjUzSGnziSlT/L7U6iftfRqlODDoQ1aC/DWALbTG0v0ii32OHpNe6gXQmkUSy6ss6bFrzHYpwCUDTzz2msumBKvi+1mCZbF2mZKZAqyBmSvCW7IQWK5hybxZJu/Mfl+A4kygLwSWAgQZHAjqA7adfnatsK163m6e4oLhzLdcuhVmiM+M6OTVFwy2h/09PbdtHc1pB+/W2E7wTakJgIwyLb0v1jutfxG/yIIBcj2fVIZiliRmJsEVYnE9t4q1ek499147p7t9j+FGnQvTVb0jmCqm1pMtIGFK3Ml9cI9suVhb+jvyyKVzmeKYsmndulLWS6+06NUjdX2Mpy21DwRbYQd49937fOczD7ghHV+oLvmRzz/k0dffwTfExCTtJZyYRVM9mhh4dgXAV9Df0o5W4rTQmO1CzG4NSFDeurqZLFWrVv94YnNylukCbVtRfZQe7nj/o1tYDr1q7snVk0A3U7mF0DY5ockMDrMf8E1Ff3eVSxwgOn4b+1yHpsp9aGVw+qq1NVQGsx8x/YgMI2HVZqHwa9k+HUAvUSIWqCGlxHLalJdhnNKsY5Gycb1VLSQ2qcj+0ATEcZuAXzKww8T5zlraIiALhRaeudtHTNwlUC00yKXpS0FtzMFCpusuqXkvPU9hLRzdhGugkgVJBN2l22TJsFgyhvAT66T0088sloKllEznMoh7bUuCQGLw8gc8x9lKWAila8lI6d8j4KXPRICg5Q++cPoxb9XPufBrLIFn4xYT/cS5oqfTuuLDxmTBF5xgrddmRx1YK1qjpw7IKFS7yT2TBJdbh+wOMp1o4DVp/DEOMm4U5O0hBWbJ9xFi/fx1wAxxnx58G1kq8VplaQB7NVCL0N2uZhZV6YpM2n/m0y+ehbxl4Rp7Lg9arAsfwHvswcHKai2ZzmgXsxDgZpu1cYD1uzW/9NNvc8vueLN6xO9+/Zf48uYd2rPp/XGtliJIrja9D6pwpczZYaNBcHtQ//7qTLn0rhGGBuygGbe281R7ZQi5lcGtDPu7BnuA5spjO+0/HdpaMacfNMjqPHKyIbMBYdLmqyr3apC6wkcSiPrrA/QDJgTqc/1u3NZTLKCIPabijTJ65GKHdDX+dK2Zsf2gVsKqycqsjC+RyEe2TwfQBwh9jDQn7V1ETafU+WV3IFMwk7YPrD5usnmjL+68vEEyIZP27aupWmX2ERf+27wl7TUUoDUDw7IReYErBUAd43Qvyx5kauNCu17S4pbCx6SCXKEQGOWpS8B7ifWQ135hScwCqp5cIjh9tk55zT4FPU2kV0b5m8sMCDFhiiwojgWNl5ZFSWFdrtsyBnDN6io0+HRcijHMavFEQTucaJObcRv43OoJj8cbPHUnfLN7jZ9/9MNUV6r5p7FV8e9xA65V8yYEwUiAIV1fGLeBELR/gD2QLZskIH0tWAfVTotvTRPSc3in56mvUrZnsUu2nATbq7Zvo3tiDLEBuYRYJDD+Flk59fMDrt3g28lySLEm7d1QaPQFyB9rtJLaaaa+ApOpp+9wKnqWOoZpX1aPj71VvYXth4G//eGPcLve8Ruah/zO7df5b7/4O9l81GY2VCIH+KJ1npeJ3WRciNY22NiJzh60xLWrhXrv8ztvxmjd7Aaqy4Db1rTPoHrRKb3y8qDgvl1DN2ieQFXBOBLOzuPEPbStKqM2avJp3oC5uMJcRhzrB8Uv57HBI6sV8tY9hpsrQiW4TUXVDcriAS3AODrC4YAkYkpSgMdUu0vjlan65atsnw6g956wP0RTaEKVkCiXyVws3TlGCIcD9vkV/sZG2wpCTj7ISU/RT5+0lGuumUIIZJfCEvzj96/kB48CAhb7JwAtzxNBLvX9uBZkDdN3SXud+ftjIPQac8cXQDkprVmrXlahzOATOeaz6Sy04zT2BCLXfMnJkklrFybgzpZB0tjTedN+pdVQrGNam2trkL5LguSYACnui69KoCUzcdLc/uqHP8X5YcXVoeGwa2i/veKNr/X4Wrh8vcI3IBfQ3VAueKjjwvpJg5bomjWDIHtoXug+vpH5mkehUF8ouySB2STghCpoos21xLBinavdlP1phqC1g0R7PPSxz21KdnKtpb480D637F9fYXotfZuqIiZWmltpG7wkTBKXfraFqOxYk10UpTBI3cHcqsK3Fum081Pu+Bato2ofePTubX5++3l+28nXuSEdP/v57/G1X/wxNh/7zDkXp0J2bGVWNiNYFbSp3EHS4kHvEQGqK6/lElygPh+pLjrwnvH2mu5WTbVzVFY0uguKQ/2QlU91JQ+KR84hVaVafMy6J2i3KNl3hKu9avmbtbp7Vi2hrhDv4fFzQtdrhv9prIQ6akZsooTby53GB5qGUFfajSpRPuO15Pm5Pg7rFa+6fTqAPgRCXECA4ArqU5mRl1g5VaXaftvgT1a4TU3u3i5oudnCj5458ovyBun78rP+Ef8tAHgOzgnduAYoZfnY8lwzl8ZC60ysm7wv07XSsSVIZNBe/JY/58FMY5jRKAurQcp5p7n64jyB7FvPL5cpMHphoeREKmHujy7GERbzn1lOMgF3nkYo1mgJ5vNdyTEExyx4CQquiarnY6NxrUYIq2fCx3/jbQ73Au71juA0ENs83mt6fHWDwy316bqWDCx4CF6orGMgCpIhAZO6U3Q9Jk05SBQEPo0HXNL2kyAwOunUvnB+L3Unu1crJaX6216PCXXgMCjl0PYe1xgO64rVUwhtjdn1mK6lfd5hn+8I64bh1orqfFD3J5VawsU1l9sS/JMbQdvz6Zjwk7AgNqORIZY2WNsYqIXt9yzf2L7OP3jwwxjx/OzN7/EP3vpR2jOlrqZ7hwhuNVE9jZuoviY+DPXeI3tPd2qza8yttQFIfakgH2rL4f6WYIX+RIWa9CPSRdbMEEHeh8yLF/T6oYuFEvsBcW5SPvuB0HUaR2wiHkUW4HhDAbnZHVShBS2iVgkugNmo29qta8yN7VSnq61Uw4+u6bBZ6XW813H2E9/+B22fCqAPEBc1vvmpIFLKgg1BpWikKlFXhM0KH4MViSMPTGCegKAIvPri7wTySVM/9jDnfqQJZF8G8qXwKK9daLw/yPc+Y7EE5sFIJmCezOP4eeHbn63r4prlPPJ5/PzYJetjKeSWoDMTWjL/bcazD4t9Ft+VQmQZjL5msSy0+GtzXwi7bOXktZcscHytVQKbF1qtcPNQuLhcMZwGqj0aBLvccfKtwPq0xa0rgont3rwgoxBGyWunWbAxS7WfmCIzC8UqqKs7KQqAmH07tSWM9EwXZoJvVgYhCipT8PyDFXzr6YaadadafpDAxTsV9aUmF9knl2xcUDfAbo/sapp9ryCyWWH6huFGM3UwSvejaJkYRLTDmgv5vZDRT+6EWGfHjB5XG01UOowweux+ZEidzBBOPvD4uuU7v/4+v/H0uxg8t3/8KfuP7+V524Pex4vPO7g1UDUjw3nL9ts1q6ca70jJbPbgkRODuOiqicriuLG4dsNwYjncNlSHkJlAUzww1tvyAals5MMbpV3KSqVrP0DX6W2wNpdnkbomuE6DtRfaF9Zs18hW63CF7RrWLXQ91dWoRBJBLYhRe2JnNs2oXfUYnTJ8nEMuI8CPGqsMY+GL/AHbpwLoRQSJfq4QwuT7MgJGpalUFtYrzXytK0JrtUxnzHotOxgl903SJjKYmLnZB9eBLYNHIRQU0MIc5Cn2N4tzHNHoS1dD3o4IlxJIs/9+AYbXNPxC6JRC6xpAL8ZYWgzHWDaJYZKPS9p2mM95KeyOndu3BeCmIHBg4r2n9SlZNguNMs+vnE952cIymc0pCYekHZf+e6sdpPb3hfMfguZcAdceotulH/Rle/Kc6qyCd+4xrlpsrz5w8YATQhANUo+FsHIR+CMzJK9tnFN2oTkQM7lg0jqZMWrssWKkjjlMQO8UyJM7KhVpC1XAOZPr7Fd7x7CtGLcG895AuLyCsxeEpLGebHC3N7h1xbDVZtzN815r1pRlQ1Ldp1SjPlIsEZQ337upJk6Ms5nO4ep4HisQQux9GnLZBjsE1o8Dv/z8Df65k/e5Yfb8zGvv8b9+7jZyo0cMuIPFNI7f9WNf48c3H7ExHV/fv8H/NP4MzbnNltOwMbG3AbQ7bY5S7VVb8pVo8/AAmycOb4XqEH9b1/pYOKdY5GMAFJTocWOD2zbYqy3Sj/DhI4KL1MgeXcv88AlEzZ2mxhxGze0RIWwaZNRkT99Y3MbCC5BuwO57ZHdQa6If4GpHqCr11TuHP3uhloQ1quEnz8crbJ8KoMcIkvxNIuRotjEK+NYouK9a1eBrO/kUi+YhkxaaAF0yYJeB10THmmnJhWZ6Lfs1CYkEdIUwSC/sUYbNUtMv/p1tBVBeA22ua63L30phE+L5jgXvlkLg2PnKOjrXxpgPKOZd+ul9KSTjbRym+cBc2C3pkKVVE4pz5iEc0dSvjbE8d9ZEVbuWqDEnX3pqH5iOdVvPIYKEOC2eFdYNYR1L7IZAd6fl6m3tfxoqj+m1WXXeivhHci+A0jHzLqkkRNTGjYtAno4Dwqg3wQ6pT295w+KQnURhoACvFR31t6GvqA5+KpMQou+6LCUStdH+7dtcvtVkQd6cK0BOSk68bGFNZcvDTKdL1mFmdKWeysk9KpJpgfbgtQEH+m5Vh8C779+j+czIb1+/z6nd840ffcDNZo+RwEW/QiTwpNvyt/Zf5Mn+hA+f3qQ6tzmInJhsdh8maxHRBuI+JlfGmIM9TO4jX0nuTudvbVWpswb7Yo/ftLhtzXCzRkbND2geX82fu+BVy7YGWbWq4Vc9oazPD4S1av7jaZ3Xt9pprRtEkK6bXEYR3AlePRx1RXj6XF3c1hCG8Z9swtQ/lU0MstnkzLBcoybyU1MFylDbCOJaIjRz4NN/USNM/lcFnTlH3luZzLwFWFKAVNlp5yioMAc2PVGxb/p3qdn/GrYMikc072tgPxsY2ad9zC111C1SjrG0HBYve/5+IdxScgpFsbOlD37G6ikFV+HaWDI7ZlZSKZQX2v5y/IlpU14jMTfEQd3FEsUeho0w/MYLfvL1h1wNLZdDw2GouDi7h/hbytzYeap9YNwYqh3K847zXlYEVZpiCcILfrqkXgpQdX4SnMX9NEZvsAYwJw26XJdc4yZaDRKiz7r2uM5mIRGiEPGRASO3byKjw9/cAlrH5fS9SQCID1NGeSDX9gmRGJESpYDsjw+VQezU0rD8DR9wG80GNXstNW73I8MN1a5dpZbL9lcb/s6XPs/v3HyHn26e8OM3H/ErZ69zf33J3dUVvbe86Nb03nLZNfjBUBfeixTPGNbqd09dqpLlU9eKE9WV3ojmrMe3luGmJbyxRWvOS+5eZW40atUYwQye1QeXKthqi1mv1UeeMmET7bupCds1Yi0SAuNrN+nuaqCh2mkWbKi15r14pYgOd1ZUF6Z8dVTYnF8S+h7ZbgjrFrNeqbvGWsQ4pG21xtArbJ8OoK8s/vbJJPFjwlNI7JqkuVv97CuJadC6LEvXyUyDTy4YkjZPBoIASg1cUBMzsJWugOQrL1w/mdqYApjxWIFZtcvy+KPbEkTTeWMm9VHwKzXw+N0StMvkoLSf9mmdX2tGf2QuBDMAF/TG2ZgLQZDPN07Amq2JwlI4BvIzt01YXH+5Ni8TbOnvUkD6GOQ005qKjz0zRKmNbgW/8e33+cNv/E1umZ5DsHy1e4P//Fv/DvWlQQKszhTk93eF6irSBq0CuozC84c3uBsbWfsI/hP7KfbizWut+5lRqZPLTYr/mSHSFI02BUnMltRXVEZ1hWhnNtXezYuKai+AI/HhfSzzMNzdYFe1Mm02UcPcVrl1nd4TXcwkJFJXp9QY/pprzQoeg9RWffax9pSeXDsz9bdqhtOaZvRIN2J3PaZrCFWsquEDJ9+H//u9z/Odu3+Xn2qv+G03v853Lu+yGxs2lZpE1nhMMHRDBRc11dVUP99XIEGo9up7709VGXQm5cuYqJxZqp3GCsa11VIJqW2gD7hGheS40S5Udgi0Twek63G3t/S3W6qbLfayx37wROfZNuo3r2PV3I16KMZNHRPHUnOUQHXR49Y1dj9SdQ53o9G2qMQ+L/2gHH5QC8Gqkmvu3o79ryPl3F9/dl62fSqAPgj4VR19gJK5tynIkzX3MuBaJD2lgEZJiSy5xkvaHTDX3svaNcdcGksNuDwfTLQ/mAHTse2Yy2Tplkn7hcX+007HvxM4GszM114GfMM09iUVMRT7LymWs3GUVo9ZAPb/160QZOn81+aTBF25TiXgL7X+pQWQNOIYLP3M+hn3TUctsJKRjekmDv4YrYMQcK2ZrJckSDqh2lVU+xA1YJkJrZk/3utizyiwgXmJZ5mEhGrrBYc9dbaK+5oUrA2x7d0I7TND82KyaCS6doaNMK6tapWtuj6Tu0V9+3rjZ+WJZXH9I/dg8tUL4p3GK9JmULeIryPfPlrtXsuLj9ZmgWIH2D9f87E7Ba74XP2ElR140a+pxFNFP5gPojGIw9SjN1s0qan8KDPlpGxU42vNXvatVrX0VsdvBs2kdbHWfGZm7WKDmcqqp8FqXwubKutGLR7QxCrvp6SmoBaZif1gfW2VXjl6zSjedVNlylROHcAYZKPnTMXLQmVhu54ydId/xoKxWMN42kzB1GQalma7lYUffspqzVvx25QgNdcmy32vg1txzdJFkv6NL2zJHklAk6mTTBpxWGq6C2GQX/6k+S9AKE+/EGhLznjp35+Bd3qBhZllUWrXWcOMW6L3ZX66m4RA/jfNraBhZqCI3PrSZVLGD/KQixcwA7VjLogo5sr8Xi3X4Fq8JW0FW6Xs+UoEeC1/EBg3wr36Eo9qVBbY+RbTxWBhF7Rqop0KnEm0DE30kzdnUO09vp6qTiY3Dl4mdk3QY82gQcgEoj4+88l1IDHGkX4PCeCjFpdqrktsVp2UGgI0L2D70GUN0u561h+vGE4k+/HHVYVvjAqO6PpJfXCXjcOXjJt8jwK5jHIe1+jVKi/eS9M76t3IcFKRmqHo955wYqdYSQhUzyq+dXid37z6gHes4+3NGe+f38ZIoDaOzlX0zuJGixmLsuM1OdjuYotB26uAc7XkWIxEVx0YxFcqFBrNJnY7w7iCeue1z8VBM2nrs4PSJUWwFx2t89jLTllLifpYGS1ZkLnDIWY4m+i6Y5bJKkVhMtONUxl1q7lEoW3wt060jn2tZV5krHJyKNJytC7RS7ZPBdArN9nMtHQgm5D6dwlWRXOQ4mVP50o1wa9RH5P5vvg+afLqKko7R+mfkn/C/Foh7pNkwzHtvJzfS9kiCQgXmvUxzfxoYlC6hp2AeebeKK55zUpYjGV2zWKfvL+5fm6fXC9FnCKPJYFiGtPSF18IEcr1CfMxZjlWaPb5eViwgsp98vFRAw/V9Jtb6cWCFcYTLXfwle5NvtR+RE3gw+F2FliuEfb3DLbTBKZqH7j4jCFUIbupjEObUgfNxjQxI1gcMSg5lRQw0T9ve+0whIBfG/Z3Laszrx2FGpvvuRQldBOrxQR1+xjnc+q8by0ETSyqDmFWy/7kQ8fF2xXVXn1LwUi0TnS/5NIKcZyJcSYh4JFZ/azUYQrIbp10f7StYCCY5HcUcE6Lnq0svrWYodJuTt2IGZTlYzt1b60fCb/w/If47Sdf4yfqA7/l9Fv8wqPPcdk33GwPDM6y72vGQ0UbmTaKEwGq6f1Pikp+7uO74xqdZ32lAef+xOKtJm7lezIq5VJcUNbQuma4UbPuRszTc8yFITVHR4RwucOEQNiu8THgal7sEB+oW4u7twKB6rInFUPTZDMhNBXjacvujZZxZTj5QGmodjdgDr3SLL3Hn64gBMyTF9Oj3ZUp1Z+8fSqAnviAJKYMsAB8yJ2lCg2xTHjKwk3mx+ZEnwQwRRDxaEcopv2zW2PBDllq/bAA+aThmvm+Jb1wyR/PWn+8xJJ7/dLAaxxT2cUp+6gLzX52bKmwlVaTIccZEAXGVNIgJ02V7hm4xvfP3YiKc8+sleU8CuAmadup7n45jzAJ6TzG8l6UYyjutXHkIldEumMWJBIFgA3sXc3j8ZSz+im3TM8Lt8Y41QRdC2aMPnAzcddl1Bo1riUHenUcYeLIjwEx5AqLOXvWEVk5atK7VptZrx8e1JQf1UVkYtGr3NEtgSd6/pRQmLR3CSqI6otR5xrX1DWaPepWFtONKlxqdZVWe1+AYpjWNt7P9H6aMUxZ6kXV1pwcpQOFCGKpHn328Q8FRdl77OWIPW1wK01o8tYQKni82/K94T5fqN/jS+2HbJueD57c4pnZMvYWsQEGZTuJj8Xper0Hw6nWGRqM5Br1KQu5pLj6WlidDWwDdLct3U0db3Pu1M1iIxVzbakOLr4fRn3je81cBTRYGut0ydUe4z0MI+K8BlB3Pe3T5ArzmMdnhO2asGm1AUllGE7Vj+9auHinwQ41m0cV7Uejsm9iyWO/bZGmijWFPGY/wGNeaftUAH0QpnZ+zLU2rV1TfJ9BdHrQkmZfApEeEJ/XRQAxg7JM55sBagLgUngctRyK7xb7zkCeAtjMtGvaL58zAdkCiLNmuBBixxdzuu7SFVL6gMsxpbo5s7mU2nUSTsLkBjoyxkSpDAXYi2PmH03nLpPRZu4njghWpnUpqaazDNpSIBeB0Elzns6R3CYu1jX3deD19gU/3HzM3einfz5slP9eqxZIp8W1qr0CaaommYReKoGbxqXJUrEsb1VOLqZFeOV3S6+tMttnA81Zhzm7wt8+wdtICdwP5Mb2ue6JLoQdPXY/ZOD3m1qZPHvVRDWGoNTBdD98JDakUgTqh56EmMYLQqEpp2cg5PjAbC5OuzNJ6hMR/e/6YIkKAI/WkXGe/kaNGSrs6CPtVWmWJt6/9nng4bt3+e5b9zlbvcd967nd7vjge29iLwV3K+BOHdIZJN5Tt9Ybm2nR8fLjSjRGMMY1GZNAhP7E4Jo2P0vrpyqIqoMGsO1+xHaCqw0yBurdqJaMMbDZ4B7cBBHkMOJri3gfBZzF+KC5F4+fY6xB7t6aXC7GIFd7FYB1xXjvBESFdvtiYmgFAb9tlTreWBAYTipSzf/q4Kj+2StTXCQyiWhmWnLPHAPL/KJH7SLzdKffMoiX4FmAVNYsSqEyfZyutwTNdPoC2MvjZyyYcj8mYC993TmoV2j06Tyl5TJLMiqF0bSEszhCMl1LnvhsXCkGUMzjZUyXrM0nH3y5SPE8ZVxgJmDLoONiXWeWU7K0oiWRqmzO5pWwq2x+Uo65DMYn/3/UtO0hYML0oqdjfA1yu+e16gU3zIGNwAD4uPjBaPGyYGIzjFRyoHAZ2U47JqW5mTHQnmthLYjAGWNOKbiaMzbjWtvOqw83dh/KLpmUJe7D3FJ1QevLpP6ntVUXUuLlwyxTtb5wXLxjGTeW9hmZ+iiV0N2MWaJdyBp4mrvEe5gKghGfmVTULzHjSk0+BZF9baIlksaj1oJvDLKqtCZQNyJjrWAX17R5avnKi7f557ff5H5zwe++/0v84+bz2H56SMv1z+/eCCYmntmO3G/WrdGyKIeA6adKmGGlgtu4ae4yeNy2orvdsno2aDxjY6muRsaTBlm/hl9ZulvqorEHj+18ZgE2L3q1+qxBul7vX69NTAAtY7BTn7+/sdZSE0GVEdfoM+IrYdxa7MHS3W3wldBcOM0R6CLTqnv1ZCn41AD9fCvLFEzfFYDOHORL4Jhx15mDSjInlxqkFN/NuNrM91v6tEtaIuh1QwI2z5Q1SCFsosC5xmQpBUqYzx0o3E3FmH0bpzsAACAASURBVBYa+jQwsnvAHSsNvLAk4AiAM9fcy9LBudtUuU7xGsIE0sk/H9KYFm60vObl8W5x3kL4lf79l7mwSgvE9lr0K3cqKo5Llp9rhJPTAysz4BDOvGEXKm5Uew6f76g+ahS8U/bpqMBgxkCoFHyrK2gufZ6PBHJRMNcazQRN4OuifzuBZfYn+wiwysk2+3GyigIajE3zLDTr0NqZNbZ+6mjOhqhlqwEgXa8ARKPAt6pwqdaMeM4+X1Ffws3vjvN1TySG9FUcgEkUy/I9qwQZNNFIBqf/JSEde86K0/LFvhJsFA6mj7VvNibfv+ZM+JWHb/DVO2/zo/Wv8JvX38W+vSN8fBJfZJ2r7ab3Qv3vEl1XcfxG4xW218N8o+6RVOkzEJPIeqBVIdnfbuhPTKZlm9ETIjNo3FSMJ5b63OXOdsYF7GHErdWVY7pRg7DrGnuhVS9liN3yvI9d8wxh0zKe1AwnVXwutPXj4Y72Cxi2BjPUmFEtv+T1cI3BiCeYCtMueeEv316lZ+w7wF8AXkcfqS+HEP6siPwXwH/M5CX64yGEvx6P+c+AP4CGyv5wCOFvfPJFCsDmCMgVYJk1PJkLgwxK5ggvHqaEqqjVBeSoGyID7jEwOfI5B4WTq6bULMvxH9PwC9fPzKIoAKM8xzUq5EKzX+6f298Vxy2DvNe08zCNN1+mCHznUr+Ga2Cfgt1S+tnjvuU6lGtZuoQyMyZdO40zTNefafJHBE25eVuM3QLRjTQ1yNDPtzd7dr7lsbuBw7CVnl8+f5Owt4ybAEabVsgosUZNyCn340lg85EGRvV7HUTSfk2vwVXCBO65TADAqGn0+TvvsV3BkY4ugdzcAvQ3F4v311XWpusXQvN4xFweCG3NGMsa1KPDvthjhhOGjdKUXWvyNasD0R2VHop0b6Zxln9DFFLlC1K6/ojvW6zJLr0Dp1Ua7eDpV7XmxsS+lab3sDYYF6h3gWErHJ6s+eb+AY823+Sz1cC/8EPf5P/8xk9qFFrAt1qCIpV4To3ACRozUcVEH8AUnB7bGE+phGEVtWOvEx6NZKpqvfNUlzE20ntoLYcHLaYP2L2nPu8wq4pxW6mAoqa6ctTP92qVpexj79Wnf+g0a7ZttWn46Ra3bfBWsHuntftFm503F06JKQbqK33ZghHGlWVsJTZiEZrzEbv/J0uvHIE/GkL4RRE5Bf6hiPzN+Nt/HUL4r2YPgMhPAP8u8OuAN4H/XUS+GEL4gbZGBrxSSw5z8IG5Jn2NtQG5HymkF31ZviCapklopEsdA5I8uMX14thmvxcANQtYLucZNX4KP/XSLZX2y9ZGqU0Xdy2DctK+EvCXiVxJ0z1mKcRj82XLeZcWS/ld6UJIFkicy4ztkOIKaeeF7z3fpwKwZ8laTN+Xv2effxG3KP322R8dW8qlytep2TSQfaEShJOm48q3rGTgIDWNcXzn6V2271Yc7nt8C/Yg2E4PHtc20vn0uRo36nq0Bx/99T77tAHM4Eh0O/FeA6jJrRUBoQR2iU0sKAKXgNY/SfVpUnNr73OPUnsuGfSxqiH7SvDbNWZ3oLoKsf5+oLpyWo54CNz61qiFvZgCltMN1jXLNM+olOXbYwQqk5O6ghWI3ZJCbTTW4GJtm4AyfCoYV5Y6BnftbqC2yvFvzj3jSlh/v+KXfuRNfuXkTT5bvcvvvv2P+N8efAkZBBoPa09/y7B6HOmsIWA6JkUvvcMGhq1k+mVzEbTH7ia6nYh00iDZ8nO1MN6rIcDm49hgvNY5232Y5tYYxtZoV6pnOy1C1jbI83NNalq3cLJBup5QKWUS73E313mttF/GlADanA008dkJlVH33OgxfaVzqzSeY/eD1tx5xe1VesZ+BHwU/74Qka8Bb33CIb8H+EshhA74roh8C/hZ4O/8gAuRAq+ZBw8I4ZrffMbqKIKbOcAH0wtdsAPKYxO/Ga6DX/Ltl9fM/ybgSi/AAoxnbpsAywBrBqTkQy7OswxGp3lcYyCVQw1cW5/kQjKJB78QmuVaXOO0F3V+Zkk9TL/ncxU8+yyEE/7EtPYABXODfH/T+dN653UvBGQpUM04XSdXHC3WKFkt+Z6kzNMhat9Gu0jlJh8BbPTVNmZkJYMm6MjIB+4mh33DOr1HXoucJd+ua4X+plCfGTYPFeSHbdROY3KSRMaJ0hMh1yVJ1MTofkllbnXCE7CnsgK4kP27OdAZ65LjEkiF6f2JQVvfVtiLDgTcjRbz4pLm0tPd1q5PKd0/3wcflFdfrOkyVlNuvjbqYnLzH4LV78UHggu4rfLVkyAT57H76KZKJRcGj91pRcvqyrH5GOorw/c++4DvPnjAo9X7fKn5mC9+4UN+9d3Xsa3TxipNEU+I9FMzgDuNoBw19mCjdVspwJtB3TepN8TYKkYoM0nZOslffvV6o/fUCoetwd+zmLGOTcuhfT5S7WJ3rbRWsYm4v7kBYzCpX0ltcesVZnDUFx1mbDncXzFsNdhqDx5fG4zzmL3ThC4s1WVPdXYF3KS73WAGp4rKr6Gd4K/JRy8inwN+Cvi7wG8F/pCI/AfAP0C1/ueoEPiF4rDvc0QwiMjPAT8H0Gxu60JkMJjSmhO3vQxkXvPdy+RDTcA+tX5TTYLUiCQ+wFO9+jQgMnhlCuESxALzxJt4XKlRJg115oOn+Dtp3+ljER+Yad5JqCzcUEuQzL710tqJIB9kcl+k39L3UpwjW0KZlxzPXdIZme9brnm2ZpK2HYH22L3K50hzS8ImzNcu3+tkcQzxFsm0ZktrIK+ZAevJDBlfCeYQZmufwNi1cLvZ88xtcQitOE6NFhBR60QwgUzfS1t/O7D6WLj9zX7ikUf2Sn3RT2vUjZiPn+tn7yea5GaN36wIrc3mfmhjcXVPBnmsIJ1D0/fjv2NscbdqY9xJ3xHpxqjABKrznbJ17qr2iBGac4evLa4xVHuXExDFQe1CLtmTM2HTs7IA+czMiRq6flcwcoxg9to+D3Quvq0iA0bZLS72h5AoAE0/Yg8pwOmo9o7td1q+9ute54PtDX66PeP3v/3/8F9e/C6G0eKc0fpxhZt0XMcGJPG9T+9zc6mC0DXCuNYcG19rdy+TLJFyejYJbKG7JZhRpvfewliRhaS3Fc2VwfRVppA2nlx8UUZPiP57t6lxsUFSKqImLlDvnQauE0W2V4tQRo+90nIIMoyYw4AZKs2s7YbJqnuF7ZWBXkROgL8C/JEQwrmI/DngT8Rl/hPAnwb+Ixa4kNbu2hchfBn4MsDJnXdCSZdMvStngdQj/uysCS8rR0oUFtEaCAVFc3m+fE7mGm4WAuVsChCeUf2KcaYhBIiFKybNOD+U6b+FkEljWbpZjgJbKXyKBZ7x2c00r9Kvny8XpvMug9jLrbQArrlySvAVMH5+zVkQtBhHnns57uK3ZeA0CfxrcYq0FWuTjkn8ZA2sMbFu4nGugbUduHQrzvyGlYwcfI2PNeaDVcsvVeHUYwRfKxBcvV4zrollsiPj5qzWQHitDapPLvaTS0YErKF/8xa7N1f0JzqusnuSeBXQxqkmun6moJwonKYPVHvH4W49CdlArIuj4LF6ciBIpOSNAYxRqqchZ52XJIJrW9LAj1VIzPdssiR0seavubiA7ZyeKlo3+IARlHJqBYpaP2ZQK0MCOCs0LwJPD1ueuRPgjC80j3hwesnHFyf4sqtXHKtvhKHR5uDeCoaQhUFOYIt4oZn2sVZRZHNps269b3kZKsE1EyVXRiaSRVDA77eGygaaC81GplJKpFtVGohHTUO3qqIio9aar/QF1QStMVt6k7tGk6WorBYyW5bCcOVL88nbKwG9iNQoyP/FEMJf1XsaHhW//3fA/xI/fh94pzj8beDDTzp/1uQLP7QkX7DEwGkJcOnvuL9xSXOND9zSF5809KWroLh+DvqVgJhAo9TQE9BQ/B41B1lo0MkPnZOI0rgTqLti3knILK6f1ibPIwLpLABbjBUhJ08dm0tyqczWMYJ/Ct4eE9XLuEjSlsr9kyk8A/nSAgqLdSg09jSXJISXTChfvHxJCZBizbK1RnFuoxr7MmlM4rV8pcHUbdVxYg/UOL493Of7/V24rPP+1sUyCI26fg53DMF6MHD5tnC4H2+wB3FCfWEwIww3AqvHFciDGJRVt45vDS8+W3P52cB40yGj0D62BBsY1/N1D1Vg81Gl932Y5m/6mu6OrrlrI4fcRnB2wubDU2687/L9Wt3YUD/bUe1XuJWCaAIu30TQLN0wKRGx1OhD8WgEkIXbaW4Fiwq3/aAJpD4gg1okNsBwo8ZXFbULWc6YwTNu6pgZLLQvAt97dJdv3HuDn1m9z2ergd9y7zv8Aj/EBy9u0hu9H9VBhcS4UtcMZppLqGB/x0zfBSJfHXyjlpoZA+MqFUmMbpv0PMdn0w5heo/js5/KWij5IGhJByP0d/QmutZgGqNF2wZHtdMbaHa9nqutcmC8ed5hr3oNYtdWg/Iv+th/w+oLEFQQhtoig53FSn7Q9iqsGwH+PPC1EMKfKb5/I/rvAf4N4Jfj338N+B9E5M+gwdgvAH/vE68BMwBMgJRNS4/ydyTuVrI4mB5ECVEooA/WLHuv0BLLAGYJGktNvwwAluDnC0293Fd8BOGYil22hpsBUSEISkFSaspJq5ttoZzrfAFL68cU6zjz/S/dPWmfAN6Q4wqzwKeZNKK8dszHOxNsCyGSNfHSIjsyn9m6C1MrQEN22eTjE8iH+XnL8+maa+VB4vGpNnu+zwLj1uOD8LC7yf3qNgbPs3GLDDK7H0Py7Q6B7g6YXrLmt/rYzNYqsY6a5/rAnr9T6TiCgkfS/jcPBR5WpNo7IDOrRZ+PGAROQq1Yr80jslLjKwjWxEbgYAcfY1bqqhhPW5rvPebm924wrBX47F454N3tWl0HRcA1NRmZ1nLxzOV7NWnzOmbV3ENuHkRsLxiF0OgJY+SeV0VRsqjJ2t4q4G81L0DeXfPtH7rH+yc3uNde8bPbb/N82PD4astOAu2ZMmqC0W5ecqWgnRURAWKhM4Pe08NdiaWXhf4GBKNcexmhPdN7lwLvw4ZMNDAR3H0lma6b4oLD1uDrGtdIHo84qM4GfGOwzmN2vbrnjMFcXMUkqpZxY7F9rWuw69Ey1kGboDiHDKP24ojMLddazNmApMYor7C9ikb/W4HfC/ySiHwlfvfHgX9PRH4SffS+B/wner/Dr4jIXwa+ijJ2/uArMW4KH5iPZYZT2rhhDmTT37GuRqm5UiRyLEBo5pNP54ya5iyQGzXznKSUXuL0u5kfOztfnItA9vfnjMPSfRPnmgN36aEs5pIpigsBtBRw0w8T+EnQB7cMVi+LjZXaeJkdmzSZmambAKjUoIu6QenBzueM4yizYrPPPUzHXYtdLOaUQT2N3Sz2lflYMyAW62vGuWDLJX4dhK3jZrWnFsej4SY733A2bAh1yLkDvtJgnL0KeAvDDU99Mfd3BAvjJsTiXArcMirbQ/ueykxIZcUg3uNxQ8HE0XuX5jGuZRJiBdDruoTpvsd11ozcMN1LB93dhub7ls37Vzz70g3601pdTYMWbDvcqtk+HLVZOMzjWotnTO9nmO5HWm8BITLcjB4vY6y7XluojLojAspPF/3M6ON5prr3vhK6G4b2GXzv/C6/eut1fn3zTX6sfsLTk+/yj1dvcT4I7bnH9FqSeKoMqmWgx7Xk+yFOcyqCaJ0jX0ssf6FrWe3QchUptlVrZm1zqfc8+f9TgL/qVHu3cd7jWhdKg/9BPxtlaGnuhMWtN9irAXN1IKwa/KqiORtyzaFc8M0F3LbBJHxrag32jlpszTdWG5Hv97zq9iqsm59nps/m7a9/wjF/EviTrzqIQDTNA5T1Z1LgsHRf5GMyyBdDWwAvlJoRuUZ8CUal1qnnZQb45bWX/vAcqExCxFK8CK8w7wKwlr7vUutOQeCl9pr+XvryM8jWkXmzcFnlsgTlXU1gUcw9j6XQ5maaeRR2JY0zu6KEa0/NbNwsrhU/m1LYpHVNu5TChol9k4O56XjROWr3oMij3sfMUhFsr7VdXCOIDRx8TVsN+GB4Pmx40m85feuci/EmmFSrRYO73U0hmIAMzJ43X4Nb6Qczps5mQQN56Z6k+1wIx7S5dnp+JGhgPPmVZ3GdQmDl9yUic7CTUEhByaRpj2uDP9lgzvd4e4P+hmbDutZw8bahuxtYPxM4zN9BffZC8SyWJhmR+cP1zZj4XIyYyx5Z15oz4D2IYPbgbYPbVDHgqElW1aHCtUoXFR9YP4b3373H9x7c4/H6W7xuhV/XfohIoD43jCuPxGqVPo7b9rpuVYzHBMOMkpyUA9sHkgqaSAy+idr/kM6l2cOpCq7tfXy/JFtMBLUqtLaRChLjoL7UdoVurY3AzRCwgD9Z099dMZxWmhC1cypkgq4boF30NmAOAyHWu5ERTO/ob6eexa8AMnH71GTGLrnuM5BYAIZx4CVpMlESlsHVJB2TBknxUgWun7vUoqMWLkzguxQymT4Zjy99kxn4mYNSySApWT2lhpZcPiWtcQaixRxKv2n6/EkAXs4xC8+kFfrFuRe0zNIXvvw+17UpNPgSeJfCEeZrkgCr5PsTmKyFcjzFvMux5/tYrnsBmFqzRgFQX1jBEnu+Vp7H/QmdrzixHVdjy6PdKecPT6kOohz6vVBfqTZ3uC+Ti6O4/8GGmcBKz6OXgInSamaxpLFGwehWYfacWSuEPloGaT1ZrJFMz2EiHIRawSo/i0By3/QPtqy+eUl10KSk9oVmpdoO1g+1OcbsnUrullLAwNw3n7biu0z5jNUZZdSG2xK1VYxSXsUHhk2FDF4NtX7E7kZ8ZagvPeNaNd3VBzVf/7HX+Or2dV5fP+Q122MkYA/KkV8/9dTnI93tinFlsjCqDiBOLRYXJuskBa3rnf47bDRgLykGNupvzYWnvtQgaXe71uNiO0HxqXaOlj/wlVDtYuXRumb1rGfYVgxbFagm5in0t1ultzqtg2QW5QzGGytMDMT6OvpTI21WXKx9dK/RZuWr9vp9eMn26QD6AgRTrY0lS2YWyJTiX5j7vJn/fU1zXB5fAt0MjSZAzqcs9yk04FQPJL10x17ooxZDyfCJ2pzxxfdm+n05ringnDSNCN5VMV+idlLECpIwmLlDIkMHppe6jGmkf+f+77mwWbKQSqbRMmhaWj5ZSIU4jrRfmm60EiiS4EpXV6khp3PYON/sJrJguuhTjcXzvBX6U+HOrStObEfnKzpfsa2UaL95t9KWgbVQ7bWsbTAwnAbsYVrgBKh+oTGWCoavFXjMUBToK4RhqKb7plZHFBpeyG6geK5QHIthKtNcCMCUfDNLchKhu1OxsoaTD3rOvtDq9a2wfehon49TmYaU3JUshvTd7P4XFOjUcjCVRkhsnPQcjw4Ztber5BaEWgjNrQz+oBJOKZFprTztuWrEm4eBbz69z7t37nG1+pCtGH7b/W/xl1ZvazepCKLVXnMOgtX4iQZVp5Ll4iNzZhefgygoJWiANq1f1QWqnce1hnGlHHfTq+aNqFafW40Crqn03HtHsEJ95ZBBO2s1z3ud57pi96BBAtRXjvp8YNxquQN3SzttNS/G3EVv3BilhsakM4B69MhhzFm7YXh1H735wbv8U9hKDTVuWYstNNG8+QK8yv+YHvTky9WTFceLHl/67NMLllrNXfOLJ5BM/tMCpFJtcU2NL/4rtPBQMdO0S8aIcYvzlmBXaojp+n46NmvBpTCEnChVWgV5fqlmTSA3aihjCDMBla6Tipql6xTAnlv0SbFfAuQyoWp5y0t3U5iPv5wrxdok4TTT/pfnLSyBYIRxraCU7o/WPpl6qTbVyAeHW9Ti6CJaH0YF+foqsHoWaC4C9d7T3RRcG7B7yf77vP7VdO1gpzo4+dmKvn7fTP+5VfyvDddAPgi6Xz09l+ke+qr4LMV9jfxwF90P5bobp/RNf3NL+94zbAe7+xWHOxUSoNorOGWQH71y3p3XAmupQUlKcgpF05PcbCN+P1OYFLgYPX5VxeJrRuvH9NplSoaCShgTnzBC+3ygvnSsn3iu3rvBN3av8cTVOAK/4/SrHN4aGFdCf2rpb1V5nolCmta0jNF4q1x615DLebTnXr0EtQp/ZTV5TYy7YelvKNi71kQtvcIeHPWLA/VFz+pJz/qjA2ZQGqyMgf5mw7iyJEqprw39qY7JdB6sMJxaDrct/an2MHBFwpq3gmuF/b0GbWw+xjaNRgPlqXzxK26fDo2eAjRSwwNfvMclYBegrVFvyQ9YKhBFBEzgeuA0vhgzxkwJMgWol2A7o+gVmnbpkrk+qWm8GTDdFI/I54+gm3zbS598Xp9yW5y3dDGVLqIlM+jaHMK0X8lAmglGinHFcaeGI5mBVFoKY3GNMH2fh+7IKkZZhXC2JuU9T/NfunzKYXpyJdAUGE6gZGJza9L38d6OG3htc8GD9oLzcc3zfs3N+sDZ5YbVUAiV6ArcP5gCfS7O2zVRa7aBYEIOfouL2ng5yAKY09xCrN2yXO9ERghGyzTkQnJxTVMjbElrX1o1oqBlB8h55fH7/u6G1cfPac8du/sW2cUqmz4oZ36IPmgbyxdH4A9W81Lye5XcMxT3ViAgYEEwOt/RQ9F5KbcpNLE0Qqfgru5XA7EWULJCxAWqg2f7fs27X7rDr956wMZ8yA9Xl/zI5x/y6OvvxHskVFXqlqWTTc+4r8lVPYPRAmtIzIQdtH5N2MTGMruY0LWysRlKrG9zMbB/bZVjINAgrmb18Y7qQjtNBWOojNb4cStDf2o53NnQXHl1KXm1DM2oReva5wZzatXajMKgGl1sJKMPSXPhsLtUpE7598OJxT44pel6eMIrbZ8OoF+AaQlOZZCy1BQzC0ZgRqVM4JpAptSGY5R9ppGmbWaWMr00LB7kJJAK4IEFKBfWRAlkicEyO2dIAmsCxKQtznjJ8ZjSx1+6r8rGFmkOMz9tMYfMBkLnUrI/liA/iz+E4tpxrZNWlALneSsEYK5pU1hd6d+SgSOOyQ/tpn2CAexE8SyFRGYWxXOYvphXrFeeko3UEpiAzzdwUneMwdJ5S+8rjASGvmIVx2acBnKHjdDf8dqn1E9jyGv9Ets4u/ZAuxyl+ZgwE2zX7lP6aGDchtka2YMQPIRI78zJQGPGU32eBCSeOSkP/a2K1XrFyTdf0LzYEkQ1S71YICtNTJ2jSl66rru6LkKsYzM1HZnPGygqV8bzWk0mSvc91XpRuTCqZu884kz2ZZshcPO7jm9++ICv3X2Lren4Te1T/vU3vsJ/8/rbGvw2cEhJcYnBFjSYmjJhbS9TrMlP+7iVYVzpbyEIw1ZoXjjayxF7GDXw2liqnWP1xKH1cyp8I3T31tQXAzZy5O1lp7RJowHwcWX4f6l7t1jdluy+6zeqas7vutbaa++zz61P93G3293tS2zaNnFjlCAaBymWCBBixYoEiUDKE08Ing0SAvEUBSUyihRIQEgGDAgMCooEQcGJFcVuO+5u93Ff3Ldz2efs27p9tzlnVfEwqmrW/NY+p7cjOzqe0tJa6/vmpeZtjFH/8R//0a0MoVGGUHvRqU7NEDAzR3Ol1yU0BrtXgTPxgcW7+iLbTQ9W8ItGcfrEvOlPHO0flgTCH+ZSsGGmRvwWVg8lUTdpjBBVfKgE5kd4boEuquRmORbVwwHjy1jjqBV3Plbb5hfo1lJN6SGtU8Eck1xBBdfksecpJ9Wxodq2umY1r/8Ysy4vXPo+G9Ca4ncMi92aBWT8ON+Ko/xAnhXUM6baqNfYPdU+agda9svoVMgGooKABCDPfhjPtySja8XOoAm5ZhsK3bAEDKIv/6P9mqHdcafd0UhgiAZ/sGQZh/ljvWBPPtMQZgN2axW7T71GzaAVluN4pLrXcfrc5irManao8N94YSYsLJm+C5JgQiSxQ2zEHkRldvO9q2YPOdeR9dZjEufyZyvMd95hdrXBv3zO/t5Sj517mmZ53hw8BWECE0Qo+vgiFK31jNtnlk6qmpUhaOtAwC/GyrfYmNLoA5IDsVJm5tKp5k9oDIt3D8y+suR3P/4SS3vgx9pH/Inl1/jrn7jGPzrFHEZnJzEWjr5vRlXKvLTXehx7iEpXnOkFjkadcb8Q+qVjdmWAhvbK4256midbzM0eYqRZzIito7u7oDtraazOYOxVp+yhywMLYHZhSrOX9kILojAGv3L0J06LqpI+Uns1lI5ihqCtIQ2apBYhJOjMdAG/sMR5y/MuHxpDXyLG6sWYTNGrKBIYWQ/fa5+kbernNCX36oi9hmMmy3GUWkfrFZQBR3/X68fq4yrxWRvD433VBrg22LWjKtKwySlN4JFwtN/jMaFB5fGYJzmI9HU9ozi+JiXpWP2ur0W97XHEf5xfgWesw/T7einBQI2V5+ud6gJsPwpvFTYWGiT4RSRE4aJbsHLduONO2/qZ1BjkcGY5vBAUjknRrdsIA0wS21lgqx5/yc2kYETpeMcnmpZ8z7OTy/fmKCcRc0VcDdelXJAZKE4qiib37SEbBwMi2okKYBhgCCmnU2HrCTpRCY00+ON7kIz97XuSIJ4yc4qjAxhyNyqBEDExlrZ9hIjZD4RWuyhpAZU+4HkWNnsKF92Cp/2KbRROZOCVO1e805wWOqo9KBsmtKkOQmRssxnHZ8V0UZOqyQi7fSzXeJirxk00BtvB/FGv/QGyCmmM2kwkRtyNBWkJrcI1MkTMFiSoTo0VKf1/Te/xrknVrxrlh2aUzsidpUizpeAMMm8wInrtkvRzmCXn0Vied/nQGPpbsADjwz2JpnMkmR+0KuIvS45Ua4gjr5ONg022KMEpRRExjvswPaPy3bGRi0e/j5YCEWWc96h4qpxzNXO5xZPP461fekbDkqPtAg/V28BkCjte6PE4k2uTo/DjvMDRmMp9St+VHMNRsdTx/SzwEOPnWNorggAAIABJREFUpopeJ9BcmO4rj6UYdEZHVqtp1r8LbJQKWCZONOUThoVqqm+HBiOBxkQe7E6YvWcTnTKyedlx/X0Q1gPm2hKB7lSYXUTaa+hOhGGp/Uv9PE5YNjqji8VY59JjCUK0IyMmWDCdYIc0Q7AR4yVREClic6ARq1IuY3kHTJ/HAe5GnVuzjSVidXuf9MwNwcLupRkn757BvkvXMmHbSWgr2qSM6NONfJ9S+6oVSsqtHUX+QK6U1WpPjzlI+TzPfMJqBo1JFEKPvfKYudMWfT5gYiTMLIvHge88PeeF+Q0P/Iofa3f8a6/8Nn/t/FXczhTf2a+0UMp0id/uU51Cep58I7iDOv3gBLvTxjDBCbt7yqBpbvS+zZ96jeSvdyoilvMSIkTxynM/bdm92NAvhebUsnpgCmXSbnvtIwuaiLYCh4hvjNZxBM2R5EbkGFENnHRfhoXFxYh7vCHYuVJPrwbMzDCc/FGjV0b1aFlRssbWAXK7urp6NVIxb4QiK3orImI0EMWwH0WZt7DlyhBmY5hx5gIrMBq7SfIxR2A1fp+NYm3IquPV7JjjpcAy8eh33qbeLl+7POae0uWphnTGbknT8zxOQFOPNxvaSocoJDihTsACI1xVGfHa2dSMqlttL6UaS3YgHBn06rjlPh85T0lO0LeC8WMV5OQaOd3o5dUVp27PO/sz3tmcsngg2F67+hzOhf4kaDNqrzIIoYXdi0J7CfOnkXipxsXPZSLdEV1i2jiIzVjBXSJyUG2cG5g9UefRbPSE3T4V0oRR5923GgWWwMCKSuyCOp4r7XSVuxLJoAVRh3NtPp2fBd8Kw0tnNN95hISg924IpUJV0gXMdMj3iWUS7zzrunPbyEOapaTP+wExhpqyGcWka6XSyuagWWYZAibVBqgCpMN2kf03Tvly8zJfu/MyP9R8g88tvsF/+UKP/b2Z2oF5koxIPX79TIuihrm2QtR3QvABxEdmFz3SB7o72n0rpHaZtoPFw4H2siNahUnk0GvDl4yNx4hfz+hPHUSYXWkuZ/tSy+qtQ+r3KxWJQB2LtJasJgoUGWTQc7U+qkZQSr6WJUaGlaO5USrs/v4fNUNfL/mFZTRMddeoZ7FbJkJiMGLxkVtGtMbCJabiEjPlmuf1awNY6INpcOV4lREskEjFACn9TatIexKtxvEYtQxC/qxIAecxVVE2QX9iU20fR8Nbxn8kQFGMdYZ+audRGeE81jybkPR/zjNk5oeeNMXBxSqBXiL84/sW0KfvyDnX51o76+wQJVIqnG/x9NO5uU6jxdHQGyRF0JLw2mAF1h2vrS4ICBf9kpt+xqF3WjHaCNevG7o7EdMLdpem34NCL34e2d3XStTmRsvrc3PnPDvMz2x0EKwpFMxaw0grKNUwz5945u9udZvUEHxYOvpTR7BquIKTEhhJUM63RuSUApysLT+c2uII6gpp00e6swbzwhkYaC97zEGbjMeQbohNtyaq4X8W0jRZImOi+4OW3CjFkIy8pMBOCIvU/NrEAvXERVKA7DQJefZ1w9PZOW985BU+t/gmr7sdP/rxN/nmP/l+2guVoLAHHUt+d4ZFflZUdTS/V93aMCxa3E6vW7OJNDcKcfVLoTuz7O8ttNI2sX/m7+3pT1r6E4tvBd8KJ985YJNGjV81SqscAmZzICSpA82rWPxcf0KjXaLMEFLPgYi56cCqw4vLRp/9lN+IjQNjaC9VFjs6rfB+3uVDY+iDlUlkWkMaOZLPhiUzTEZ8snoKY2U7jgx12XdOVB1FyWX7ygBOvqohj2dAOIXyVuPrYfxdIvsM6+Rj55/aGTD+XTux2lFNdF+ojHre13GUnveXZyXZOFcMlwwhT86vTrRWs5oaYjmG3Cazk3TsolFvb1+jMr46Qs/Rtx3Xmcxw8hhrJxdiqbOwu1HwyvgkMZtw92EuzJY9Aa2a9NGydB032xl3gn6/vx/wdwbkxjG/NpgO3I4ie4zkv1U10e41arR7xYqbSt3w1nNDPmd9ELNR6s/mCv+0htz+0nQRGyPNlirhSck95GRfaLXQJkf7WdE1y367g06Ng1WIYn/3hNlloL3otZepTQ9ASrJGSdGoKPRSrnsee4g8K96fvE/pGYsiSOOIycgrpVKhGtNroVFoLdJYDB4GhZJMSs6aw4BZWGYXkdWbli9evMob65f4/OIB/8ZLv8l/9uInmD3RxyY0IEFoNqnj15BmWqnegEjppGX2ek18qxW15qAsH73WOu5uJQwrQ3NjaC+0f6xvdVy2i8qwOZ1h9h571eGe+kRJ1Yc1tgY/s/iZzsjsLtB06rxkCKVblGz3xNWCcGLpzlvai17PuxvUQfYGs03wUQi4p3+AWjf/TJYjAzdh3GSooXr5a0gmbz9JVslI98t85DFhVh3HjfstcEHeZY5uczSf9pux5mOYJePNNSYdYUL/K5/VjkTG6K+mXta00gnskZ1P5RgmM4FaOROmRUuVs8vXt9bWLud/ZHRDfX2zkU/HnEBDtRPIglE5Es9FK0c5ilv5CoMmysN0TMewVz5O0YNBjbzN7Is46r34RiNSG8eEW3BgbWDnG07cgRCFmfP0F/MCTdmtEI3D9EJ/ksrmN0JzE2muSVzzqkhpDRIFs4Rhn0Sw+pQg9OpkTGq8UTO11AnF0oIwihYw5URhvkbByegAHIRkjMdciJSgSIKev03yyCSjdf2a4sR2H7FdghJy42ojqhEP1Nh61ujJHeBKfuxZyy0sLp8k0EekPxDXi9IJS2duUVk+mWqZO2XldZwpeQSf9Oa/8+Scr99/iZ+av80/P/82zaeuOLx3VgIu8ZFhrg+N26VuU06INcyanjtzyO0N9XrOLpQqKYPOjK5fa8v63VnD4s1rmifgT+aEVpOm+7sOMzQ019qW0V0pO2c4m7F9uS1aOf1CWO8CzYXSMO3moDo/e203GOYOrNDcDDQPLqFxRGN0xhUiceZADNEazP4PtmfsH/6SXj6p/p9MFWt4ICbsuamimzqqTMY2wsggyVFtlXTN6oA1la8crsas631z++/JeHO0nhgfk1M01XjyftKfIRmLSXRf7//oWmRHU0NUuqOKs15tV0fLJVGaHEQNf8R8jRm3r3MS9T4n9Q31ekYDDjMwxe1T8vv4XOoZUQ2RZQfCML0PxZknJ31c/FY7hphogm6fHH6WBgiRYSWcLXfsh4YhGM6aPZuhpXlii278na9J4u6rGmF/otzyw7li9fNHkcVTnxQgDd3a4FvFiaNRWEfaUROfIAU2yHIBtdM3Q5w+95VhJWasvrp81cwq66G3ezXs7qYjWkN/2rC/5+gXwuJpoL2OtBvP/GGXZgFGDayzJQKtsfZoDKV14XHV6wdBNe9j8GXwKQBKkIQk5xJKn55yrKJpH0SNoXf4uT4H+3dWvPHayzxaN7zmBv6V17/K3/3yTzJ7rJWptoN+rdev2UaFuHZBE9LN+Pz2C51ZZK2tQisFhMj+XoOf67qHc0G8o7maaxTuAzbJHTRXGrXb3ShLEGcN/YkrSeCsoYOgMNWgDl8OKlwWTheE1mJ2A/Z6r9fKWWSvBVlULSU1l/H8y4fD0NdT/zgajjqynHDgq6l+bkpSMN0wjT6Pud4GRvgg7XcCX+Ry8xq6qIzbLYNjGQt38rhz5EpldOu/q2i8lPjnccM48zg6dnlgUiFQ7digwswr41k+qyL6YiCODE2+HhOYq2b15N3aRJjo0vXM0VHivEdTOdQasqpmNscMp+yQ8zjKuHPSt55tMB1TfhbsPtEpe2VQ+AaimIJnB4fWYFihX0NjAnvvWErg8WHF0nXYvTqCZhtoLwflcbeGw7nD7YTZZcD0Vil8DWxesswuI6e/e83po0uwRqffy5Zh3eBbg18YTaQeyRJEI5Pn47j/QGGdARKTkzikWUGK1u12wG47ZHtA9p06hNMV29fPONzRwqT2KtBew+LNTel+ZDfKuPGLRqPoEKGBUplq03Svdvy1fk2aQdxasoGu/68XH5CbXdFXl8GDF7AWv0qtBJMTKMdKv+1+YPG4obkRwPLGJ1/kq3df5OPNA/7s+W/wKy9+lsUDp+9HBVuqJMSoIV8n+oe5Sg24nV7Xbm3YvGxpr2Pp6DV/ErTZTNrX9tU5sydWI/frA7LZI/2ANYbc0zes5/QnOhOYXfoCw7l0Lv3a6ewBiDN9oYIzmMOA7AfCsoXVTK+DVbaXeH3ow1y3vUXn/YDlw2HooRjP+uEGRg5xbbArBsaEp5xK6wt/nmp/ybjFQFGpy8ctxi39TORv0xiKca8MbIGH7PhZ4XPnIT4jAs6FUKEee/U+SGQUq8rjDGjIkyNoR8Hoa6czcXgVBRPG/0Wq8Rw5xAlnPn1XinSa0agXXaCjdeufSfBXXQepHGu5Hnk9U21XOc0JE6d2ZBUskbH3JihrJVqFbSSiglTlGEKUVGJuPWftHh+Fi26J2+lx/UwhkuZiTxTB7huFVG46YI3EiNtodn5/r2H32or1o0vi5TXcbDAx0gIyn7P/zCtYF5g9OSizxRn6k5ZhpcaiueoIztCfqKFrr3otnAmBMG8YVg63GXDvXSH9gH/hFLPr4cFD6IdCfww+ED/5MQ4vLggz4eRbO9yl4rhh2WKfXKmBXc4gBKK1pdG0QgKilMoQQKwmZAd9AafSxWODn5ommZUWJ/IIuaI2a96kGVV0BvqobfLSPs2QioRyRB2COq7GEhutCm0vB1pgdmX49qfu8eVXX+On52/xQ+01H/34Q/a/9jKza21qMnTJyDcU1dL83Ng+0q1UStlmGnVKUPVLYZgrA8fu9Vkyvc7QvAWuI/2JI8x0fKa12Cc30DjCeq5srftzzZ1YIee3TdZYMoLda3MVP7PktoASUxeuxrJ7ZcXsyQG37YjGEJYN0SZmUUpamz+KydgaUihGORuMypiVRUhJqWlUlCGgW92Z6n0kYx9SNJ4jgPzs5v/rCHzCGqmiApVMHv+uHcbEoMGoScLU0ZTdZkeT2CgT53E0lpC/yzmAOrFaOaVjR1I7ydya7rgJ+DThRnk48/4n2Hqdm6ii9nI/8zhrw54cR16vHL9yyDX0lfMluYdqPSuIVgpenLVLhkRzNL2yUnJkJpFSpOIXkTuzHUYChsjC9Tw5rJKscWR3z3A4bTkfAuagZel212Pee8oyBPx6RtZomT0ZVIXxfI2JURtCpA5LcTnn+qMtbh9ZfvUh8foGOT3h6vtf5nAm3P1yh/vuI+KdE64+sUB8ZPmdK+TxBYgwfOZV9ueO9WaAR0+J1jB8/AVMa3HvJuMpim3LbEZoDM11z/xBalCecG7pBjh0iLWYQ+Ksx0gwhv60pfUaRdeiZaVdkIna1DznBCqDnjs1TYw8ycBXRVP6oV4TIDkaGZ0EaMGUM+meUmYHGZ4dTlqGpcVtPLOHe9bfOOGf/NBrvHny2/xI2/NnX/tN/pu7P8vyYcAYwR4YKagyOv3QqCEHZTIV7X5I/Vujwm9OHUIUbTA+u9SHMjTC5iVDs9GBm4Ml2tOUOzFFNkEhtZDeD8EkRcvolCuvypYod95qkre/u9A+vyHqrEu0MMqvtAOVe7zDXewIVYXx8ywfHkOfI9UcrVZGqxiBjAlXkWgxunk7GA16ZUTrJF7ND59EmHW0HscsfQ0rFYplZchKRBrSdzI9dllSVF5H3gWqOkruxvrckqHPkEbun1qMbD5mjuQrJ5mTtcWI1gY0TdHLjOY4cZvOIXe8L+Jk6ScnGhGNdkJVdFUcT+0IqntTR/iTW5WcywQuyzMnGb+fQns5AowFPlLHq0Y+WhhWtkjThgb6cz3we9sTWqvKlZu+Lcldt9fCqMN5Q3upuK9fOBq0LZ9fapStImcB2SmnWnyE3PknRLi45oVfjdoO7umlGuZDx+nvXgNgHzwmdh2813P+RYfZd/DwCdEHaBvat6+Yfasn3myVwx0Ds6+9C94Tu75EyRgLd8/AiM4GknBYbCx+0Sgmvl5CVj0UYTibMcytdpU6+JSIjaMRh0kkD0wjd6rAoTy4KcKvIZsCu6UcyUG1XmKbXvRs7IeAGVT2oFQRiyC7DmghNthdgi9ay/qtwFcf3ufLL36EH2y/yZ9afYW/+sd+hvVbrlSaghrr4IR+mSSqm2Tg97qOS3CYhNQm8KCJ7GGu9Em7j4mHrwbbz0nGOhYIZThpNNneBfxcdeglNRvP/RDcFkzn2Z/NdbYYIvSB6IxWCDeqjulbYflAjXzWp2+e7vUaOgObDnHmVh7wg5bn6Rk7B/4+MEvr/3KM8RdE5OPALwF3gS8A/3aMsRORGfDfAj8BPAb+fIzxW99zJPm5MB/8fYkY8zNJ1Ty8HncVdU6/GB3HhL0Tj9ZBX/h49HkdKcdqf8DYc7UeSw2N5O2OZiBQRbLpZwJPZOOeIt3YjPvMbJ9bDciPzrmOwMuswt3uC1ob0MnMiqMxpYTiMZe9ho7q8y9DqR1Nda4TVlCcOpWcO8gcfaAk5o/5+YX1lMYanJRmz1pJnaJS59kMLbve4UQ1bnpvydXWzSYQrEnT+0Y1URpBwpz93ZbDmaG9toUxpeX3avXcIwddrzfFe3jqiRVLJXY99sFjiJF46NRQ9x3m7Ye6/pAih2GAx0+JPhDTZxIgbtTox0SbVGxKFBc+bVOtQJt606rUbrMJ2F1K9nWeMHf41CfW3nRICJp4raPw92PQvB82D+k5HJ3FM5cE7agiZooIssMfwu1tQ4CgTT3sVqtH/VwrWHfXMx4NJ1wHz4mB+y9d0i9foNmoGmfuP5CvHTH1K0DxertPNQlZD8eS5C90/WD1WRuWYA+jaJotFbcpit8F7BDGWUjQ2URowHVaBGWylk/C1oMV7JD+71E+fRLRyxBOmCm8Jt1AWDT4RYMrTvB9ru8zlueJ6A/A52OMNyLSAL8qIn8H+A+AvxJj/CUR+a+Afw/4xfT7aYzxkyLy88B/Afz55xlMYX5UzAn9ooqqmRqGQj+rXvoC9Uj1v4z7LDMAMxqnwt7I0UU9hsohSO0UMvxTJVIns4KKYpi/y7OCmt5VkszHzqmabRhhlDLOS34v0z7zsQu0kTHtZ3h+ncIyioYdXde8TCCddD6ZvpZ1Osq1TGMofPk01lz3YDtKtF5DSZl6WV+nSfI1VvtJ3wUZg/m8WYGikpMaZvmF02Mrp14VFAFuupa7yx13mh3f2tzlaj+jTTZ28bBn+U5gWDn83HC4Y0t15bAQdi8Ih3PLMIdhnZtBGxbvNbz63or47iMtk8+6KBmjFgMxEPug3HXviUOCRnb76U0Kgxpza8q+YowlKSfW6KzBe6RdcfHpFdcfNeVZkkE19YMT5k+E2RPH7qU5Zoi0TzpmD7cauScGh4gkzL96OHNStnom4RnGGG7/n9fJz+yQDJQ12owkwT4Tt+EjcWaUYx+jrtcPKnjW2EqmweAOgcXXZ/yj7/8+XmufsA8Nf+ajX+S//9jnufdlSkFTaBNxYIh0J8L+ntDdCcggLB4K7qBRvG+hXxpVLN0H3E7/P9zJkJV2ncowUHD6vU0dq9h7EMFuemaNUcGyLuA2qTAKVNZhGPWX9GRQjD5ETfR7zUv0K6f4/aBOeDidMSzU+D8ziP2A5Xl6xkbgJv3bpJ8IfB74C+nzvw38x6ih/9fT3wC/DPw1EZG0n/df6si4NjhHkf7I15YSeebtczQRswGqI8KKGZKx3vpi1YY3//YzRocRmEjg6kajQc0GJX8OjDo56bi3krWGCWe8Pn6eLWRIqm7vl/n49diNn372LKgGKmNazR4KvfJoNlBQkbRNTUsrZf65+KueuXiFvgpNtXaUME1uZ5indlhU5ytVvqVyHjV/Pr80mVoakrhXpqHm31olm1ROZ4Fl03PS7Nn4Vhk3EvU+pwivebyheap4dmwdwRnstmPxlnD2FSHOLP26YVhb+qVhmAnNTiEXcU6nHz6ORh709/u9CkaIPuj6+ZRFKC39jiPpPEswAiGwfNBjO21512y8MnI2WvUajcHcbFlfzZX5slF4Kc5b4nyG9KkoJ9P4srEP6M3McE7UmzK+qwmjz5COicQwdp8qxj7k7w1Yq2ybQ69/V8lbguBdA8sGs+01IdsP4D1mMSvrmc6zeHvHXbvkjc++xJdPPsJ5s+Fn1l/mb336X+Dw5px+rY1nhlXEdAk2+tErfu4HfpOPzx5y7Rf8n+/+CO/8yuucfttj+wjbgBm021MUSR3GhNmVLzBgYfpZdfzttT60vklKlK4y8Psev24J1mIOis/n5/VwV2E07V7W0Fzp7C4m6CvXVXR3FyAoffZph1+4MWB9zuW5MHoRscBvAJ8E/jrwDeAixlx+wJvAR9LfHwG+CxBjHETkErjHkUS+iPxl4C8DtKvz0Vhkg1ExUqCKxLMByw/YcVBRJE+PTiJH6gnaypFyoW3mAqDkxqxnIiYF44U9TtJmOCQbpEnrvhoqqaJxSc92cQ55PzWWXTmoCaXyaDmeweVjTmYsOYpO1yFj6CWJmo3vsSPI5zSM5zcRmct5E6rtDZCrhCPKIKodQT1WP72umQZZWiCG8VhlqRxCncfInZckZO0jZUuYQS9QaDTC69ewPN3TGE9rPT4KrfGIKKaaHVBYzdi+tlSWxEFfMtke4OIa0zZgDHbWaILRGo3QQ1AjdnZCdBbj08BDiuCTIY0hqKG2ZoQ6rC3Ruq4beN8G0EdCY3G/Z/7F77KodFhijAr/eI80rRq6foBZq9otN1vkIMrEKTekckQ5EZrpvtnRhHBbsyYxEiZGm3GbYvitITRzzLaavYTxPAUUK5+5xERpoOsVujp0MKukeY3Q3HgOb66Z/cDAn1h+lU1s+fkf/nX+J/dZ1ss9C+dpTMBH4XK74BP3HvO4W3MzzLjol/TBah2LVUfabAPNZU90hu5c4aHFY5199Gtb3qXQqJFfvdMhvbKFtLpXoRjTqVJnnj1GEfp1g5/bIrhm+sj+XJVSm00ofWFNp81GiLB/caYBygCzpz0ygD14zcMMz2/pn8vQxxg98M+JyB3gfwV+8Fmr5Vv7Ad/V+/wbwN8AWL3w0VhH0oXqV+3tWYVN+pLrB7ESRCvY2tFSDLvTZzFDCZkLf4wRT4qK6qKmo7MtUW1lqCdYtEyNdMGeM4Rz5AgKhJW3T9Kzsaki8mdd3QzZ1NF87RwqOCcfTwJqlKU652omNEnQQoG1jmcMdcI6JIZclgouUXx6SYqjSJ9PZm/HRjxf1yN4qJ6hFUmMRN0zHaV1YJ59FEZX0oyZNT0xCobIECwzO1T3UwjWcPjIkqefdApX9ZZm4zj/qqV9ckFcn7H9xDnRCcPC0Gw8q688JF5viMEjTaPNm0tEm6Nvk+5x1ObZGe5yNmnAZMPgIXi9Ac+SA87VrHmfXcKtVitktSCuFnrLF41SMd96APfv0b18pkVSAvO3G2TfqXPJ6pPGaJ6gHOgZr3XOC6R8h0osHE8dp8Zen5UwnnuMKhI2P3qgfcDsBsJCb2q0AvOZvueDJzbjcYIz2C6w/pbhi1ev8kJzzVuHc354+Rav3v0EJ+0BJ54QDUN6YA6D4zvbc5auI0Sh97YQHaIVNi853KlNGvFScjCh0XZ/2i1KKixdjXym44ZGdDbghBCNatdUHafcQUXktBZiIDSNBpjO4NfaQ3bWBRgCfunYvGxxO1i+26eAAGVH9R7ZHEF9H7D8vlg3McYLEfl/gc8Bd0TEpaj+NeDttNqbwEeBN0XEAWfAkw/eMUWDpOjW5F/JMJk62kzLREQpG+cKSphg9pUh0W1HZ5ANYv67Tkrewt7DuN+6iKnGlSdFUhW0ZPzUAeXcQMaWc8Q7STZ7ZbYoLfC2o8lwTsg4fxg/L3/78XjAVJahYjbV17u+bvm8YTz/MhNIn02gp+raaVs2GWcRjAY4CqOWft5H3tZX5xDQJzUb+jA6KWVU5LHHUu6ejfuz7kloIATDo+2SVXOgC441B/Zdw2xQL+tnhu19S3dH/7cHfYn7laP1HtnuaS87hqXjcGYYZo7F6RJz6Ih7TZRysxmNvPdEn9gwxxCM90RrEWt1u9poxqgwEIzf3YJXFDMXq8yb7v5aufdbhQranZbPh9MF21dm437jCe66w17uVDQLVA6hokDqh5IYWmlMt3D7cb3i2D4okZvPYfAwb1VXPVSOwHuNxtJxVQjNjPsVwWw7op0RRFg8CnzpnVf4cy/+Bn/q7hv4KBiJfPfiDmeLPev2gJHISXvg4B1hED62fArAVTfnUaP1F8Fqd6nuVGUW2mvF0m2CbGdXIT1LUpqF7F+csbtnynPt9hF7MJhDQIzFz02qtFbWD2JobnQGY4bI7EmSW8gyGNWlaq461m/Z0pUKUHaUM8pc6v8AJRBE5D7QJyO/AH4GTbD+PeDPocybvwj8b2mT/z39/2vp+//nufD5JBKVDUDNKbcHyvQxVkJNeVuAY4Gv2ljVSd3yXWVUJvQ/uI0rHxvPNLXPNNBjVksdodcRuPDs/cLooCZjJBtyGQukaqz/+DwY/8/QVE645u/yNaydQobDJvh8GJ1h3di8hmuODfMtR1w52pqZU+CamMYnlfE34/4mfP1KoyS3Bcwdk+r2gFESE8JoIQxkKEhwu0DfGvwMFs4zdwPr5sCTg2MIhv225d5+fK7q2Vy0aLFdjCCGcHGJu9ngrGHRKHwT+16NuUkWMSVbR3zejEYxszOsNssu10ySTNgHMVZqI5+j8KxVc3FFe7OlWcwIZ0tNYG52BJ+SnxnZEWFYWOwuRfCLVqPzjNVDmoWZMT+WAwar48jc+lvje7/q2EzJbCzRLpFDp/mPZOhLJ6sMGeUZQ72tMWroUqFXaA3zJ57w9TXf/sEX+NOrt7EI//KLX+V/+MaP83S7IEShsR4ngRhFI/losBI5eEez0eshQatgg0vY/hJml5rU9zMhs8008EozxRBpblLtRgu9EcDSXuk5RKMdttzgmV9IqcQ+8HzjAAAgAElEQVQVb7D7HjuQMH1Pv3aqUNo0+IUqXC7e3SVbKJrviakL8OCLc36e5XnWfAX42wmnN8D/GGP8P0Tkd4BfEpH/FPhN4G+m9f8m8N+JyNfRSP7nv+cRIox9KimtAieGO60HTAwrULD6PI0vvPbjWUA2VrEytBm7PzKwut/p85rHUqSNBwrdShJdrI6CjxPKNawjTJOMk+MfRZ+Fslh1sy9Yd2WAC/yVueQyGioYk5KlUCk5KzkODI5hEhlpnEXm4BlVvfHoHNXwyoR2OXGIUIqnasgmVNF7KdaKtbEXJvc1oyLZWaT9T2smkgxCqyyZs/keK4GZUQNw1uyJXiNI8VpJe/5Gx/xiTrc29CuVhnUbr4YxJAw9ivLg84MSI8RMO5rCGSJJsTGvawSsxTTNuL21yDAoJj0MxD4xb6rvi3GvF2N05rDb6+U4XbF/cUmzHYi7veL03ZAUHVPD68s9Ztshgy9qjoSELZvx/+K4SjFUeueIqVo7GWgfUx7MjAY/v18pSIkixNYpHj1TqErfs7R95s4POgZJrfeUkBCQQwdRuzTJEBiWFj8Tlg+Ev/fwU/ybp7/F667lXz35Iv/3+tM82SzZ9Q0hCqZRz++DYTPMmJlBDb9T4oUW2SU8/DLSJG2cTIeMFnwKWLoTpW6211pIldk4wakh71emiMrlOpTmWqGaaKA/sSq/7DMXP8tYCwHoEnwkvScsGkKrbJ7QquiZOPv++ZtnLM/Duvlt4LPP+Pz3gD/+jM/3wM899wiOFona9aeeck+kAnx6KGS6zSjQlUqss+xxrGiOuaoyOZMy5irqnxRRCSNkkdaTytiVKNagSoJ1w43MPLGjYym5h2y4k+HLCciCRzOOJUe5E8eUIum6AvU4GsekaLlip5SxZUeX3sVjXv+kvoCEd+cm4Ek3xid+8gS+gsJvz04yrzOpGqZy5LkhSHX8WhAtiozJ1FrbI5+TGe9FgcDS2HP1o06ndR/didCf99yf37AdWowE7s02vDC7gV6piaYP2P2AfXTN6ZuPlQkxnxHnDeZyQ6gxbJgaedAX8DhpngxnIRPmfpLGaoKx64kpyYm1SNNA34N01ElZydWlxRDHQsGcdCF/8IjlwydjIhOQyxtWbyhVkRy5hwApGatOLsEqYpLBT+dTXftSRFVmymroS1K2zglluYQKp5ddX7B9Qi6conDoNTgIxHkzUiq918Rmoqsya1UXZojEuTB7Gvn6Oy/yxdde4VX7Ht/nPH/s/G3+8fAxrrZzlfKxmnCPUehSlCUS8TPozvScZk+1gMqmZGnjA80W+pVq1Od8XnMDZggsHvb6TsRIv3T4paHZ6Evs59osxsZQ8PsM+XRLwZw62kulXprDwOKBpztrCY0pAZhfaRJdRdR0Via7g94He/yQvf/yoamMLb08ZVToy8Y7VHBDoRLWUa/VPpUazcdifCbBfNTnv8AntYGro+IKz5baGPvpesVgHlW5Fkpk5uUfJQ8nkEfefz1zkSmWX6CgWLF5kpGvK0UzJj5y2TUKLKwXqQ5/9HzUME2d/CyQTF4nRdehGZ3WJFFawUk1E2gS5dfXhsRySp9lDaAa/iqwEqToZ7yfAKFin9T5Gdsltcc0Li12gmEF9qRnSAm6nW+YGc8QDGZjgTGaVW37oM0fDh1yo9G0tG2K6tPFDXHEtbOYUl4yd75e6rZ7RghnqxG+MJTv7KMrhX+GAUxQJyFG8Wogc/JFDGJN4ewTItF3leMJOmaAp5eJ5GDKWAR9XgqLIx2/tAc8MiiF8Xa0FJplPm6GGicbi46nH5KgWYCTJaVYywfE6ANVYEtjdIyDp1QlJq2eZjsQXUOzHTDfnvObP/w6PzV/mzvG8dMnX+e9wwlfuHwNZwM+GEJUaOymnzG3PfvBMbuA2WXQuosMjaZnvblRZ2IPGilGqyJl7dMuKXAG/LrVZt1OJTi0PaCOb5irAw4WhoWhvdFG9c5GPQ2n+YCwcEivyqPifUkORyfYm05nXtv9mHRfzG9d/w9aPhyGvg7ULBNDk7+/ZbjDuH4pHEqLvtyZ8jUuOarMxqVm55ie0QAzNVTAxMDE+vvKKE0SmzU+X8ESE0cllRFL9MUaspokXpPRnXzPuJ96vQg6vauhrvw7Q0CMkbSEJGUwl/F8KodUHzMnkOtG1nVAXxxdvZ/6OsXx3k04/fn/esz589JmLRYnODqiWF7OnNguAUKT2A1DLNWxwyKyWHQ4CRiJauSj4Um/0oSrk6RwmnjXeYgp0pX5DDk7IV5cpvMaI2pxTterF5PA/ZyUjUEz51lIxnvM4ysV98qYfsan+/RS2zwdPHIaRnRfQEmD1XBRpja2LXKyVkhlGEbHlPBk0vmWXYeAYFJXI5m+XMfFUwmv1/EcfS9qqG4VV6VZSQSdofgw4vDBk6ldGbaIjUW8I9o0q+kHNXjGYDc9bQDxgdNvOn7t0cf5M2df4I7x/NjsLd4+O+fXv/0x9ocGHwz7Xcts3rFuOrBw6B3tVWT5oCc0pvSOba56hpWjXzlsF+hXVnVvctHy0pWq42FuaHYhtQZMhVJ9klWISee+5Eb0WW22Y2K3KN1ag90NpRI2tq4wbMiso9pp/z6WD4ehz0v9wh8tBX+uoYvaWE4esHGdWwnOOrrMD2q1aZ2Inezv2ChlA1u/VzmiNdX7dnQu9XnUhvb9zrdg2tV3hdZYzyDyGDOcko9RJ6nra1Kd18RZHC01Tz7kGxNuX6MaPqphm3rwk9qG93Go44Hf5+9q2zL9z58lJ1I3jc88+oI5GxCJJNPCEA3XvUIXdp8SaPmZeBYkEyJxPUf6FXG700g7gKxXSmkMQas5Bz8mNUsFrGeq4ZD2nTD/OCRKZYjgnBrjDBMZm+CZ6kblWUSOuo2B1RL6gfjkKRiN9Gla4nKuU/4a1w35gtUvQKwMt0zXfVaT8IoJ88wEcl38VX9vRJOvmYVjJCV+c8K6SlwnnD6/bHVHOUmyA9Go1PB712seDGd8unnMHRN4tXlK6A3hyYwewAvDyz6dkiGmZ9r4iETtE+x2AXvwmihOMgpZBycanR0Gp7z5YaE9CCQIzuq6/UIdqEnRfe4VW6i+eeIUs3y2JpaM9+l9lHTvtSoWKAwbMUZ7B/w+ErHwYTH0aaqkJytjYU6KHrPByJoiOVpT+EImhtL2aUqU63fh1jSzwBFxjPKPcerJ8LIhfAbc870MVq3aqCcx7mvCPmkZI/UMcVSRdKE1uspoM+YfMhe44OPHzjBDI4wOpsgzOBUlizm4qCCsfP7RJttXUSPryL84lWw3jmYTk5xGcpD5XG7JSBxF9RLimOcwY4Rf0zIlKFyTx5EFzKJBE2rpOoQmYiUSorB0HTuviTpngk6hXX4p8zHqJE0g7g8wa/Cv3tMhHnrERzavn7J52ZUZo0saKlqAFVUnv0tR3pALiygwSM4tZVnfmFvoedXcyectUdve+aTIGJIonU/4rxlg/nRg8TWrEeC8JS5aZNcRN1ui90rDLA5EE4EYkEOYnu9xDcD3Wp5FqayTsvWS95lgHJwlrBbqmEx1f1NiODqDZFnePH6TtveR4aTBDHDzcMVv7z7G5+YPWRrLZ9oHEIUXf02TrFffZzjcNwQUp++9ZRYTH35uuXq9xXhYPrQ0NwPtVY+fWdqLgcPdmcpp7DUJrN25Iu21Pmd+odXRoRE6K0UmZFJIKYw5RFHj71tDaLUCt1zKIWL3g0b0oOfrLHE/pBoMo/0HnnP5cBj6tOSyelMbk2wAkvGqOex6AeLE8BQncRzhw4gN54RhUqbMxksTceO6sTJSBT6qxpCLrfL+Q1XQVAwf3IJg8nhtR4F5ioGvxlf3fK33P2llWBn9cqyov0OdHA6M2iLJYB4nhEenlZkA435NXzmaKnIvTiUf/8hJTWik1azomF5ark/1O1/bOhdQzjldt5x3KfuvZ19ohWzB7NO+D73jpp/x0uKag3esmwONhHKMYS74uaWpI8wYUmTew+MBO3jCnTXD6bxEfm6nz+KA5jH6VYJVjmaJ5doIRd6iDjTqYjQzMDaYT89nZniZPhaoygyRZqca+aYL+Ltr5KA6MebJNeHyCvpeIR7vdfo/idhJCVo1IjFDNkN2CNVsIh4pWx7TKXOUnv/NksVH3HvxYTITiE2K6nKuwIDpVNwrOgPeFvqnDF7XE1F54zstZojM32z40vWrPDj9LV53kZdsz49+/E3enH+CxVNNLocgHAaHbQLDYNI11faN6wcDu7uO/bkWQS3e2eO2PcOyYfbkoBWrIRBnjfaBnVtCqwVRUSgQYXBgUMzf9WNDctNrI/hMLAitQLqXw8IUBl9z8NibA3HukOu93gfvR6hru9dK4edcPjyGvoZYGB/8nIAsSbtspM3UANdLpjOVBGLG6rNDyBFonB4LqLj6FEy8hlk4oiJmxkwxkmH6XW3YJ/BTNrb12DN2ncdTGb48Bm1tV40nnc8kxyBpU0H11XP0VEFXNdVxgscb/aAYo0kBmq50y4ExXtc6iR0qRyr5HlaL6avZRboeNXOmzB6sENJgVcYh8ZN9LMfKjKv6Xk7wfDSy8mvP+XrLujngo7By+rJ86+YubpvkaRcwrK1GmS+cgQhys0tjCsSbLfHyGrm+oTEWaRtmGT4R0Wl1as0X565E67oDUVZF6Y2qN6vW1c9t7SSC3Stmn6s0c0MSQKO9XTeyaIZhlFYIianig3L7RaBpMM6NWjyg66DGRbJRjwly6IeR3prhleOCqPK8V8Yaip5LdGasPK+3M0aPW0lE5ABj8jrHqMnwoD94T1YhpR+IsxbxHtsF/Nywejvyu49e5I37L/G6e8CJcfzcy7/OL3zmE9gvmlK30QeFbawN9Cthf79VI7zxLAIMS0Nwwua1Of3SEFo4/SZFI14OPa4bEN8ShtT4O2kp1UGJGSizOduFlGcKuGGEyDTCN6pDn66b3Q56b4egrQQz26px4INSZv8g6ZX/zJYcHeYHp3qBjxktdTSk09v0UMm4r1tRY3YMTA35hFte7aMuMirjyc9khkbrSDwdt6xTa+MfR5ppm2IMK5ZRHsOEF19fAyojH5ni5ZXTMwGkNFSZvpSTIq4IkzxDhrVAmyMzNZ5lFpCj6uq6Tdg1AXCjg4rVfc1Lgdcq51vf33INBHKRXKg49BNphjybixU7iRGuAvBzcKcdLy2vlXHhG752cZ9l0/P20zNOrpRS114HurUW8hQ9l8Ypi+J0RjTnqkdyvYcHj4iHwzPxbAGFSURUwfJkTVwvMbkyFIoeSmnQnTjysXEl6o0ZfzeC7A7EzQ76rhwrwu2qW++Vo3//HnGVmnEDbA9qLPYdpfAqa9RnQ5/YRBKPcgJHtNFcyRqTNnrR6TGMUVRWaYxHv43od2W9oM1Rmppry7i/oOvQaBs9MqfeWQiiScyFtgB88OYZX/34K/z0/C3uGMfn5t/m/Acfs3/rBRU4s57B2yKL0K8ECRbx0M4MzY3H7QL7c51StpuAuUiJ1TtzQk6adspq6Ndu8r5r1K7wXO5sliWjYyMghjjTHgfaOwDcu5e490TvTV7aRsXncs3EoVOqrPfqqNcLeO/25XrW8qEx9PmFKjhvMmx1NFwnOPOUNhfC5CXYkSKlEamUfUzw+MpwT8r/86Yx75/RyKZ91onHrIJZa6nU+wIm8EKwWQ+7cjhHkXyhDmaoKbNcagNYbxOn51Rj+FIZwluJ2HSyuQVjgWRSFGzSSoqvp+tsRq50OfdkzINjFAVL5yHVDKR24vlcSsFUHlv6yQwQqROpjOtlFUqTWTf5PgqFThocBdaIRhgWwiv3LnltecFmmGGTYqUPRm2kV/zV7TzDomU4m9F+472iDy8imJuW6DSykr022I5DRJCRgZPZMd5D0G1jjPiP3OPi0+uScwhOmD/VCHV/brXCsxVMauZC1MIZCVErJp2wfDiw/Ee/R0xywlLDJ1B06vFeE3cxwqHD7NSoxm1SrRwGjUxniUO/PYyG//342TlJmvns2bEESiVrXrLM8DNFzircPzqrT9ngdVbSupHJE0CCT+sZxAjR2vSs5mPrA2N2Gl27Q2D5XceXrl/lzfWCttnzgrV8/iNf5VdOXiDMIjMXEIkYiQyDpUELptxOVStNF3Ah0lz1qt/fZ4cmdCcN/crg9ha3awhW2N1Ls5jECkNE6zAOYWwWns7bLxpCYyBE7SW8UIaOe2Lh4gpZLdWxu6owruv13vmgMzVjiScrddDPuXxoDD2MhjgvRWQr4/JVdJ1pioQREtBpfG5tllYVfYGjU73pAnHkXdX4aWUUIxUunWh7GJTNVowNI07vR2N/jFPXBrY2ptkQTRK72VBx5CzsuMoxQ0YCpTl5Tl5mSEC/H3nPxciktmq3WEZH4y/YfsJszaAvxbHDCcfwV2W4y+lHJlAQUBKyMsTimJXTXV0PKAY9NFG3H9DiF4FhMY67hn7y+ftWaHYRMwh9MDw6rFnYno/ML3DnASOBBxcn6dpE7G7g5NuB7qyhWcyQbWVEL6+Jw4CIEGo5AqtFCFIrThbdJjVSftlw85rQnyjDJ7rI9srRbCKXn4rMHjcMq8jyHSkOdPOaekUJYLeCBMeqaYiHrhj5OFSyBUn2NwKx6wjvPhwvhTEjZGMEmlaNyaGD643+nQ3Ms5Z8vse8+hqPr2jNufDpffdTH8cIMnjikSJjLQ8RrUX2h5FemVVD2wbxnuZmYAiWs98L/PY7r/LGvVdYmu/wSWf4t+78Y375U58l7B3WBqwJWi1rYgm2goPu1GnT760qRJrO059q9yi39Zg+0N4kJk1qS7l8ONCvrbYs9LG8Y7n4zK9b8BG76WneuwbvCSdL/LrFPd3pjCXlTWJmH/WDnqcxxL5XkbxZW5xrbNzIqX+O5UNl6GE0rHWUfUzdK8nJSlO+JK1iZZgqo1zw5r5K9lbfTxKmOTLOka5PxhIZK2rr8VXRdd4uZkgmG6oMo8TKgfnq3KpzfBZHf1IkdvTuRGGkiUaKgTFDTDOYZORLEQzTxHKdM4i3r7myCxiZL3mGVd+3qPmACU6fm6DnRPcQiV7K9L9UxUZGJg1MaZNl3OP9kci4jzg6lZFxM70nkwpelFIZEA7Bcdlr4Ul/cNpSrgvYp1vk8hrzyguE0wWmccj1tjBVSkORogmTjHscjW35HeIYeaXZpF9EbCeYg+qjdFaILtCvI34RGZZq2JursUDMHqTqoxATC8ONuHk+Zr2IKfz60vO14MLpOYkRrjca6c9arcitHzCTXpJnUSd1x7c/er91Ybqf40g/NRmJM1dmCbGxDGczZaHUBV31LhPf3O56ohUWDzve/daar3/yJe7YLZ90T/gB1/Mzn36D/+87348zAZsielDxMrdP7QZXopz5tcVtA+1FR7MZigG3B6FbOO0O1emz2q8N3Uor4/uV0GwEtzGIt/pcdgHTe/y6Jc4s7q0n2M1jrHPjM2QMcb0gzhrNvVzdJFjNqCT06YqwbDHbTmc+x9fveywfGkMveaoW0W7sVTK0ROdHxlmZM1ISGLqj9J1hLKaqjISfKfWtwDDJABxHqMUxoNFkkVTIEW92PGY0MFFGemdEJtFyNj5FJ4Z0rplZkqmWBeM52n+Fyz+L5z/JTxT8X8o2GeeuzzuPIZepl2ubxmK7mPrmTp2DGcZes5n1U+vKFygpjzdfn+RwcgVuyZtUjljZCZVhZ3TipQKZ8Tmoj1szjnLXLJ/EGn2jVbHLpmcIhqeHJXebDXvfcN3NiE/b1HAkIJfXhM0W890HcH6mUS4Q9/sCz1Dh7IgQhwFz75xwtmK4Mwcftf9p1RqvO3XYDuYPlaExrCLtpdDcgNsY3LVoH96dnoPbw/KBOtlhRdFxivfuaNHWTBUekaSBfrWDh4+J+4Ma9sYqQyRGiv5M349Jva4nHg6ElNjTZimxegjfZzlm0PzTLEkOuSRW81LyFGlmEBMsE+KI94uobEMIWnjVWKQb9Mc3Wjz1DeF3/vjLnLktPz1/lzPT8u+88A94Z3fGg5sTnNGHpjs45hehvD++HaHeYW6JtlVarI/0K4tvVZjM9qkV4SEQnKHZ6vbdaW5SorTP7k6L2yecvjF0dxrs6cssvvKAuN0q+8la6HvkBrLSKW2Dv3vK/pUl83d052HmtELWB2LsxwT/cywfCkMvMA0Pc6SZp/2VIasjNeOTyFA2hKIeNsMB0cH1D3Wc3tvgg8F7w/6mZf07M+yhimjzvrOhSJF8YfbkQcr0/5Dho7Ro1D0+tLmkv+a1l32lYxUdnhoj1+dcl8oB5DxDvcSjcd6WN4glYs7VxWU89SzmOBfB+NAXdpMTfcdDcsoV7DTRiY/T74qjzsnSTBGsxcmqd712CkQINo5RfvJVpgcxOouwvToG30jpZav7ySvruXR3Igun093N0HLjZxwGx8wOmF6NSmislpdvtsSbDez2mogFbcYNo/HMSVcRpHH4eyd053MO564EBt2J0K/HvFFMY9YaDo3c/QzcRtvZSRhb33UnqUfpoJFkXvfJZ8/pV7p+exMKJW/+nqO52aozGgZkuUCahrjZEg6HSZI49kk4Lc9EbMqYZ4bOs4qjSlI/cqsK9nkXSZIGRp3lJIEPasTysUxUQ38YRiN/PB7vNcoFZNDIOYpw5xs9X3rrVc7aPd9avcGPNJEfaHb86NlbXOw/iUikMZ7oJWHpoWjG5+d0WAj90uDvKF3Wt0KzjWWmrLUaphBCsshZaIT9vQYJ+rd7x2txVeLe20MaftMQ755pMrt2ngln7u/O2d+1iF+wePMasz1oAjpTXY9E8z5o+VAY+nrJ8gWkiDQb/DoKhjESzxE0EcJ8NEyHu7D7RMd//i/+z/z04rsAPPAz/v3f+Qvsvny/RPA56idBGGJQ6Kc0JaUUNmQDlg1zNBS6ZU5Yhvao4XY2vHWxUP7OjvuU6rOS1A0jZJMpmXUCVOKISU8SuceOJD9H1WxlslT/Z7ridHypEXKbo/6xGOlW/qFyaPVsp56VaGJdyn2dVMyGqZGfMKoqJxRa/dvWSMDReWrDCB2PHWA49dxpdxgJtNaz843y6NsDMiTBKSf4O2ts1xOuFE+NXU/NCy9GHtSoGmB/wHzrHebfFuY+KG5sDOH+Hbr7q8R7131IGKPUfK79aVuKpOwh0Fx3Siuskp6xsYTWkivB3fUB8/BCxxcDDAMh0RVltSK+cg8/b3APr+C7bxFDRLDEw0H/Tjo8BbcPkd8PHPBPZegTB588yzgWiAuhGHVJ0X10UhxLnM90JnDoR1Gvri+0QxkCYdFgdx6+ueRLJ6/wtfOX+XTzJkuxfHb5bX5r9hq7IStaBvbnLXMYDbYoStBsKdRp7QWhEA9QJA6CUyfQnZgxn9cpbq+OQ9i+pA3bzYC2eNx5rVVYnuizkem3GYIcQpqVqjKm2wzKvkn5lJjZTrmJ/HMsHwpDH5lGs/UXxxz5Yy2YYI4MhQAG9vcDr7/2iB+bvcULRrUhvjtYHj0+4SQn+shGZ9w2RxO5N2ad1DU56sizABkj8YksgRn3N4FapJqdyLgK7/duVceeaOdUY80yp8fXqPDeM4xy7GSkOnZtnOsguw4YKlikjO3IoRUcPzuBvF1tpEUNsEn/F7mEcj9SLiSfo6m2jfka6otveo2sfFU3kR2zMj6mMyaAi25BawaWrmcIFmsCQ0gvqUkVsS4l+JKqJKD0RaDg45V6pH4fYLMtf4tNPPGuY365ImPQeNUrmSTSjOBO1sRZqxWPm53OJoo2TjJ8jcPmqX6MxK4nbLe3XngRgfkcOQz6KE5w8eQIsthaTv6lcRztiN/3kp1STv5Xn03kFcrx7NTYJ6ZOrNfPeR2RxMgx09oEItHFAqflhP7sQri8mXPhlxxiYC0NH3FPtSJ6aFT+ICobqxvs5L0kCrlgDWKa8aVnzgpuHzCHgJ+rTLLtlOwB0OwisycHQmM5nMxVRTWKzr6yEut6SZw77QnQBcxBn6lh5aA12u93q12l3PVBqaUJQjx+Lp5n+VAYeqDg46EakYmVAmHGz2W6To3PZkz5cC785E98jb/48j/gdeewIjzxB/7KWz/L4o35WIkoapxMZqXkSDobk2xYajgkRf81VJIdVS5RL8nBBAHlZTRm1fH76jMZjWU+Vjn37PBl/Kw2amMhAMUIZ3iqFCrFaZRNwsMlQCBifPZ0VA88k6gdSDkRKYY/z27qath61hHD0WeVA5n8PYHBUiLZ5uPECraK2nDE63r6IiVqpzAmA2NqWpOeGVkODMFwdVjz4vIagJPmwNz1RdCsSCfMWySuYH9QyqT3WqgyDNMJUTqBaJgImsXU8zU8vUyJNUlG/tkvp1zdYO6cIfMZ/r2HSp+slxyNJAbP5KtsKJOaZQSMMUjQSsp4zM5IBl4yfU9Sd6pnJXTLaU7zJu/rBCZMGsg9JkboTcZ1JEUkRnSGkbn8MY7Sxf2A4InY9D4YaAShhd1hdByDV1ZR78v9Xz6I7L+z4q1Pn/P2wvGDrfCa2/HJ1UOuujl9sPiDnvPurp6c22nkbYhIP0bw9qC4fNbhd5uEw6coXjxsX7TMLgPLBwfso2vc4FkvXuTmlYbgwG0DzdM93b05/tV1aj+ovWDdm4/BGszdU2JjVIJ532Mv0Wjee5XfiAFZaJtIQvhevfvK8qEx9GX6n5OjR89cSdKlEv5irBjXzVWUu8/s+Q8/8n/x6WagkZZt7PiVzaf4whc+yam+31oSnxsKZKy4GKKxFV3ueVo7GamMYJFnOC6wylHqxEAywkSRIsFg+zx2Xa9Uv+YI4yginjB18vjL3xSpZoBhznie2Qjn2YfahVtwT50zmOjZS3W8oI64/iLPsBRyobB5MnyUp6PqcGS8JqjtqRPGZXZQMW7CEXwX3Kg5n6fXmsdIuj2DGn3xircaqx2F+mBYuo777Q1P+hWPD6uxj+eQDE/rNEEJxQDFYVAtlmEYe8zvLCMAACAASURBVLam6FryQwolQo5e9c/HB8AgpvJs+ZHJxv9Mo3p5+Oj2JK/Smtc+s2bynSSMPYbEN+8HYn+TPlOYpo7iR137JHxmLZjnMfYyifxrtpTelPQ7R+AixKNKvck2ITkAUx5vne0sGhUzOwR9B0XU1zWWaLSQzcCEtQJo5ykRhlPL4vHA2dccX/jJj/K59df5ZPOEO8bxE6tv8TtXr7DtW+TaMX8SxjHlmWCvxXM56Gu6oNISC6v0y43CeWbf01wbgjNIaGkv0wxwvYCbHe2TPe2JRv3dqWVYrnH7wPzBFoxh9/JCI3NnibMWs++gM/q8zRzmcgNtQ2wWSIYQ82zH/sF2mPpDX4QxIqyTo6GS2o2GojiYp/yxWo+EXW9fify7n/2H/EgTmcmMQxx4c4Bf/OqfZP2d9DCkxFguxhlb66VpeJpF5MTZpAq0YorUJf3Zq9fMmrE0v6L81bYxMDb+zhoyoTZy0+tUR1STmoFqf7lJR16/dgI5YZQNrkZZ+XpW+4HUXHtU3jOMmORI85SJQ8uOyaRzyvcKGDH6WOGRjA6gUDwtpUlILVkxQmUyYUmFhlJ0leEje4ijiFva1s8EYz0zO+BM4GOLp5y5Laduz8G7kiDzrcHuU3u7nABMDUEKRREQhuLxCwvnqOuTVsWGkdJok1piTcVMi1nM2X/iHr41rB4sobvkmUsy8FIZZGk0+lBHND2+zgx8cgZmTOTl88lKibU65rMSsZMxHEflo5EsLIL6s3zd8kM9ifpjqRuJjSM2DtkflEHkxpJ/Yhwbk6QOZNqURO9PgYrSzGGYG9wuMH8S+NrbL/Ltl+7zZPYeL9kZP9Q+4N5sw8Vhgd0Ls6e9vqONKT1e3c4nZpRlWBgNAlptJEKEYd0gfcBu+vTuB2ZPDpj9oInXkxn+xSWHM0tzE2huIrsXnLa03IJ9fA0+sDz0xFnD8PIdhqUmcE3ncQ+vUz2JH69L1+u1EJnkjJ5neZ6esXPg7wOztP4vxxh/QUT+FvAvAfmJ/Esxxt8SreL4q8DPAtv0+Rc+6BgRyotfR6kFZ04RZI5Gi0Mo0IYaDj8X7v/ku/ylO79OIwsGPJeh479+/CfZfumcZWqabuoMftr/RCoACr88c/ILzl3NJEpEX0KRaRSfi6JKUveoOlRI55DrAartxmRqcj4y6oVPm5KkqMOKOqFU5JVnHraLqR1h6txT2DGKY2a9mXwN645OxQkOo/Mqs4Hs+Bid2aS3arm+FOEu3We6SNVMKNMpc2exY7aThMo/5kQd01kDUTtJidcEvew12heyw9Lrse1bfBS+tb3Hwp4yRMPbmzPsXq/BqAsUwRkiDgkhwXPjsSMkA6TTd3Jj73qpsGepDJF2a6oxvYicnnDzakNoYL1YwNPLqTNIBlKdR2W06308i9Nuqwg+L7WRP14qNlFtxEuCPEeT5Rzzg8r4fd4PPHub/Heo/o8lM4McUlR8stSK2HrsGW6CpK2fjP/cqYRCTNICQ2K87ALt1xZ85dOv8OOLb3LXdLxs4aXZFf/w8uO0F8Lh3DEs9NmbXXqaq2ysHb7VvsTdib477U1kWGhfVzNE3MxiuqAz1yRt7OeO0BoOZxrJ+5kdg8AIpg/4+2d0Zwrqm6RUqe+DOrS4mhPmDhsjst0jN1vibk/c7pBZqwn0D5h9HS/PE9EfgM/HGG9EpAF+VUT+TvruP4ox/vLR+n8a+IH081PAL6bfH7xko5n+zrgsjC9+jW3nCG7UqBFuPhb4T77/73LfKnnax8jv9qf8L7/149x5R8q+CuRT8G3GqWOKunUqnsaTE67pswIrVfmBUiGb/8/88ApWquGVcp71//k61LmKPr1k1fYmQUCZHUCeCcRYErd5H6bXn+D0wZ/w1o0QbSxc/pzgyvowwcVygX0r5UHMuHkdaWejfSzNkBOtterlMStH/x73r8cePx8FwSjQXpFcduN+oggmJvw+nZN3gjgIM1gtDlgTsMDddsP1MMcQmbu+XJec4FXRrYTBYhCnhrwYIxGieLRRRiqkOgqyYtK5eWYBUV1N6hzh7gm7F9IM6WyNPHRjsi3BL7qyqRLBHxzVxarACxjx+Gzki86EjIa9XqSSa36fpZzbEMlsrEkbxYBWC9fjytfkePx1RXFOQB+TDWIc2Ug5YOt6jAjD6RyMYP7/9s41xpLjuu+/U9V9753Hzs6++DAfohlREhk9KImIyFgSZMqJZSd2EsBwIgSIEwiQYiiAA8RJJAQwkgD5YMCwlSCGESGKH0EgWZGjRBAC27Ikx0YMUZZMSqQoUlxKfCzJ3eVyX7M7M/fe7jr5cKqqq+/MLkcKpZlZ3AMM7ty+/ajqrj516n/+55zNKdVGxXjVJuml55Vvnr+eJw7cwB31dxiK4+6lp/nE6fu44TuB4fmGQTRX/WZLGHqaBXtxrVKZZv8PdFBkqITJShXfKzUMfr1hulzRLLjs80nvoY9jq1nyTA8ssnHUUa0riy82iHpc06VMaA4M7f+4mtHo6JcUfPddKHnYWc1YBS7Fr3X822bkZvlbwO/E474kIqsicqOqvnClAzKfHTorMSlgOguyVNIQrb6IJ4+PwLvue4S3j06xqQ6PsBYaPnLip1h6YhAVaMJ8KHBrydvzxBIVWbbytbOyu+CfaNklZ0zRh9zGpPyUfpHvAs/P+Xd8972UMJBi36IAebxVqa1+GhVkWjUEe4+TNe0SLTT9HifSvEqKijZUXSBUtmBD58+w+562p3shXYHx2MfyWWV/SjmZ0z3TkByuBee/l3EzjpE2pm2QwgeRV3itJS1rR9aWHrVThXYINyzZy+IlcKS+zIKfctBv8Oi566nXtZsAK2dG7YQIRcQTxYRa4hwEj/i2X1AkWcMp3wxsgXOArZRC55geXmR8xCyMyXVL1M8MLLgJbKVTQjI7ZMOUztZ0nZ6SL6Jq877btfflpGDT2DshWdlvyXUT9+ms+uK3pOAjq4qYp77X2yCIhJggzNvqyHukbanOXrYgMsBvtFQDa8TSCy1Pfec6nr7uKC+NnuKWSrh7+DxudQI6ZLJS5XTW1YYn1LaCrzYC9aUWac3iT/mG/BiqsZUuHR90tIMYQHXQ4See4IV2ZESAatPqz0obn+2SywjBYE1ZPDUBteCs4ZkNiwlwzgLuNifoqC4qaqUX33X+oR3KjjB6EfHAV4FXA7+uqg+IyM8D/05Efgn4PPAhVR0DNwHPFoefiNtemDnn+4H3AwwWVzu2Svo9LfV9ojQl647uhUx/XtA3rvGLN/whB92IdZ3wfNvyhcuv5eG/+GGWN8jWoKCF0kk5XIx5A7ENcWKZjUDNME0Hz9oxyb+QAqQKBQcF1JJ8A9udt0yHkI4tlFzpwETsnuQJq/AB5Ikir1pAa3IsQHaKRqVapgYoWTRU2EsV4R0ajZk2Y4GMQsnbvY057IXsc/GTdE+l15+0v/3TTSgqYgwo6PkSUoRveR/Ua3Zqdw/CThkGhdUv5iAeHw7csfIirQq1BF47eoGTzUHONUucW1tkJd7LduB68I1TtYmDAOItHF3VcpHMKvxcUSpmo8ztmrFoofeSilgwTbNkD2O6VDEQCyyKt2urlBDGdlI4KXuFw5M4MefrjGP2ZfH5K7RFZ/0TvWj1/jk1QkISginqUuknZ2MuUi7dBArZyaveE0aVld1rG8PrNyY2XhYH+M2GAdAumOIePVfzzMZhTi0vc0u1zjEnvOMvHefhlddTX4qFdxxMF60ylJ/CdCnWfAWakTNDYiBMVgQ/1hjAFguLFAZhfVmRINQbgeqyPQc/MfzRjZVqs6VZ9LBpfgGI7513NIeXrKThpMVNGtpFy2/jxsuWpkIDcuggYXlEGNV9TXsV2ZGiV9UWuFtEVoFPi8jrgQ8DJ4EB8FHgXwL/lu3H5ZYVgKp+NB7H8uFbFOLLH2mOSTG3xaSVHY3J6otKa+0W5efv/L8c88pYzQr65IW38vEn3srKk507P0M2vQo2UckUcA6QZ+CuwanMXOHATFZrobx7+H1B4+xZ8kIeFAmW6tVhhR6fvZzYEqadHI0h4UzFiiJBMRlaUZvgaKXHyEnK1zWgatkgOyUuuS0p6Chb3bF9Gb5Jk1B8Zgg5SjjDWU2BxSN9h3fC7BMcFeGjnKcnTr62jLYVQFtLtJTinKadczxBW+WKISw1bLQ1DqX2gfPtIrW0DKXJia0mBxzVWPEb5mRQH/OXO0Faic/HLFQRQWNuFuqouBKf3TnUp4ehEd4hfy+t8+wj8oIutVRnamNuJCfpdhIdv6Vln+rW5nOmmrApTXKSoii4fXVFbh7XKdbtVg1l6cLuwp0Fnn4rYiHy+5Xeq+2w+8wicfbXBnKSs2Ekp7t0L+MKK/UhTRjTtJxWaIKlEMb0RKg8S88pD734Q7xj9SivH3yHRal579Ev8aeveT1Hvi55vEEcPxoNjBi06VpFp4I68/+klasfK1JZ5svy3RystTH3vFnzbhKs0HfMSZ/8AG4acuRvGFWMD1tw1ejC2AwnL+asvemIvRfnLxMWh+AczfLOa8d+V6wbVT0vIn8MvEdVfyVuHovIbwK/GL+fAG4pDrsZeH4HJ88PPKV8BZBWMj7ey0oZb/R4Vbjtnmd52+JxXmyFJddwsh3yWw/fx+DRBfyGohW2HPP2suZsjpJWCUWxgISpE7drUrqdxdpzvFIwVCK8kdkeRTuBLasWoBcfAHTsnahAZznnqU22odgvhdhHLFzj9YITBO05blNEcHkei7Cd4Uqnex63+bhc1cg1T8nekuXcDiRPgOm88WaaZe2Tud/dj5I7n/HYuF0EmljgO00oqX5nmVk0xD671uCdEG+APXNrT7U8ZclPODNZIiCshRGLbsLReo22dR30lidaiW+HI5Xbs2yEZKszdyWEaBW7oi8hTwq0rkiZ0L+/KQXywgvrLD+2wsJpZXDiLCoOSTnkNWxR0LMiQK8QeVLGMyuHEsaJG7tAnPR74VDNk/5M/7ZvhPQ/7SQkR+sWZb/dZ1GgpZcKGXrWv7Qt0vYnHmkDNGNcXE259QlVCCBDVp5Rnj5+mG/dfAOnRk/zqirwhsE5Dt35EvrIkUyrtXxHxtrp+au8VRAbXjCHfTt0VshmKNSXrU0WLVvopkMe1xh/XiKMpJXgxSz5MBD8ZmA4bqByTA4PrESkChs3LTFdcjQjMeNjYvj+4PCIam2K35jiN17ByFgROQZMo5JfAH4M+OWEu0eWzd8GHomHfAb4JyLyCcwJe+Fq+Hy+TgDokoeZlduvBwtkFgyYUrv8ujEfvPWLHHabrLrAmgofe/GdDB5dYHRWs1UnMVd0cqLYts5CTbU37RrkScBN7eVM1i5tUWKvVGTR0JA0EaQxnxRxMkQK52xyXmaWSbLYG83tyfTDeJ2y7qsE60O2Xgv8PWHz1VSzpVti3ykTYirSke5LdoIXn6lSUy4UkvrhUnv7yr3MzZPhIN/1IXPnm64WbBoDNqESBzw5gVpaYaV0DAi90o353Kl/U8ApLZY7ZjCcslqvc7kdcHRwiVpaLrUjWnVMLg7tXONOCaWVhyP2N4gp2TYgGseAxoz9oYAuYnSmiFgQT1SkEguE9zBzMP50CPgTL3Lr710yRbaxuTXXeJFX54rBSmVKAe+3OjvTtWcZNyJdOoFCekq+2saaT7f9Km3KvyXIhaisS2ZWkmljqwHvorM1xBz19ZbzS6vI2JZzW9Ihh2D+lFhUXCP2v3TC8e31ozyxfIzr/SkWnefv3Po1Pnnw3Rx4NuT3xE80kxfKADfzVRkF1zUdyymnUsHeqeG5Bj8NtMMBw3MNoZZYT9ZRrwdCVPrt0NGMHPVFj9tsrEbteaUdeiarVV7xtgMb/8kPh0C7NHhZR3kpO7HobwR+O+L0Dvikqn5WRL4QJwEBHgL+cdz/f2PUyuMYvfIf7bg1UTkYFa6fhCvnm5GOR90sCLf80FnuGpxi1cGiVJyaCl96/jbqSx1GmyVa1L1IW6KiKSCWtK+o9qJwUxszjJEMTZd+iIfKzLmKY7NjUrptQF5lZAdoGfpdnGe7Ah7Bx1XFDA4+u/IoVxmlg7tk+aTK9JZQKq1WzKDMzUjni6ugspRi7rd2z65sawlx5YlOUj+KVVQ6XcFmys7rwv8A3bYyLXSmbKtduPKBkZvSqhBUmKpnmk4cYZleojcwSz75a5zGxI6mJEUjn5s42aYLOm/c56SskkXqZxR8QVdMJfL08nqnPGbx95zkqbDIt4NQSqs6BnNljn+Jwc9SHstzp1P64loz17kqFFNKCekU+2w5Ll0nKezSok/XnREJwSZYbxOR5rHr0EFFGFWE2sd6rkJ9STm1foDTzQpTPclIhLsWnmPzqLLyTIwQT7V4Iz0zlSU1fePy2EsZcBNWn4I4Xav4qcEzw3MN9blNdOhpxxWSSgWKZb2cLplVrwMHEywNQlCcE6rLLRIcfmrt8ZvB+P3rVow+1M7236HshHXzdeDN22y//wr7K/DBHbcAshLI3PmZ9AJgirCj+NlvF1/T8q9v/xzHnFCLo0X59MW30jxwiMW1jmroGlOGpcWeKhRlxRoLW6Si2PbeSk9xzmZbTMnIEpslQw7azfBJgifDDT3ufbJapSiJmFbpKcFSdJwmVkyuqiXddWYVZ+pzfkWls3a7lAVR80anaulkBXvRWwfOdasA47uXz0hoB/TamP0hmiZUjctuusjYCOOEKllkcfXlOx50hpgKymVOv5wm29AvDp8UUKjNiYpaxscjC5u06gjquNQO8ShDN2UcamRqy+M8+TsIQ2d+gVQQBTF95EBd5Myrw7kQB6R2lmrCqXsQiHaVk/IzkaKaUmSXzBYtyQMobg+hc1j2sPcZpVzi7cExy4u/opRKfdbKT20XsecpXX77Xju2o5PmfsTUzeW5MjRTrIrS6dpQ1MHtr1CE2pyVQ3DO4UQgMlWag8OYZtjGXbXZsvw8PPXMMZ677hBnFzwHHNwzPMngjedpHj1oq3dsTLvWGDPJoq7XA83I5dKfKeGi1ZmwMdIsCH4iTBcrqo2W+uIYN56iISDjlvrsOmFU57KO1aa9vJMDNRyo8Zst9cUJbtxQtwE/9pEM0eI2G9rFmKu+CTj1XXnIHcieiIxNUjpGE2yTFGNbdxa6BFg/KvzoPd/gr45OUYtnqoGvTZb5na/cx5EznZJP1m6KnhQFrdIs3FnRGRIpIvWSqCNTxhK7JtM/ha2WUGHx9yzsuKJIk5nG9uGlB39k/0E+xnD2dI80YpU2wXQO1uyMrclpDWYx966N1uZcXzWymsrAsGR9ZEjH9XMPdScjV6wqefa9FUZxL3pFvBXrm9g9VbrC2CX1M/0v+Tn1DYJ8HWdtCN6ief3Efl8ejBmHiqVqTC2BM9NlzjeLXJyOqC67qJjJ9xSNbK9KcpoIUwCJWUNHOw32Z0ZDQInWfFyi07RoecO2ZG0sApqS4p9VyMlwaFtbgZRKuKfA+xaGVj5OwroFnpEtsEShcK+mrKGvqEPo4LzUluS0Tn4X143ffFx5rtnvaVvT5lq20oYMV0hQq7KlQ9phZZPHxCovNQeGyDRQT0KfqgssPjnk5BtWeK5Z4ebqIofdgJ+9/UF+9+b7WXrBskaOV10OJLQgPHu/qk2D7VISvWT0lT6qtlYqbzTMdlTlAKpmwTM4P6G6sEFYqNm8ftGiwCdKOzIWT6gdk0NDg2nGwZKaBUUrx3R1xPoNVsD8wPGLyKRhsrp09WdUyB5R9IUztHixs+VdeL6DF5oF2Lh7gw9c/0VaVc6rvf3/8fn7WXk45q+NFnfOOGnvYC9VQXSPdIoiwQeqvbD6Eq+2ZXu0MFPWxLbbV6Q7f8aelZzYays8QM6z0kbOvGGEQs6LQ6GYgxq2nZxEmRpDDkwiLkR61EmwdK8QsfG+U9euSWcpa7cy0MhK6TFr0kRS6JU877VqFmRx36TtHNvZTxGx97SKArsP2WqnU0b5mi6tCiSvRNJkIZEVk4NTXDdZLNdjbhudYdmPWfRjVv06m6HmTHOAL1WvsxdzAIjDj7XLe1OyjIRulVcJMrVGqXeIaA4awkXWSRp7laengMtgoZQXJwfhzeDq5TEJW9+uVOh2lnpcSZhy3Pr7thjvFQKnys/eSqUJPYf9dlBLWV5wS1tLJS/FM09wVzpPhmb6E5DbmObVKCEQlodo7fBrE2TTnJxh4FHvcJPA0nPKty5cx7MHjvCGwTkO+4qfXnmIj931dvxkwMrTTRcQKOAmik/px73QYu9EYoAlIkaorQ3NSGgHnnrdIaHK9RHagaNdGOEPWTrqdhjf9bFSr7Ux1kYsZ05jKRjGR0bgDMvv7h2EYYW0gcH58dbndwXZI4p+q5TQQFkyUBQu3QofeNOfcFs1ocZxWQN/tH47D3351Ry6WFjadJZnCnAqcekSS561fnO5v2jJJQWTLNaSNjkbJJS47Dn5VkodkCYE6drlpmQl3XNiYudMWRzzfZnF4Yt71TW+u3aGWyitKXtZExc/R+5NyCyWjJc3EIaxLU1HwdSqm4x7kE1WAvEFj6sT0SJPjhaTUGZMFPu7op2uOx/EY4ptCTJKKxOJ9zEpuGZRaEfKS5tLPHDhdo4OL1G7hqfHRzngN7nQLFgt2SVhcKm7H6JYvvIpOYVCfgYRoslKyMX1VrLu0z4Rt+8pufTYEkSSqlcl/4wWyi3JNhGjtv0Kk0K+kPSSdW33e09K3D9Z5QmPv9rK0BdWfLpWeu/S9QPk/PIlvl9a79kRnuBKNed3G9BBbcm9osM2GwBNyHn+EUHGLdX5sbFyVNHGGFESFG0DK8+MefL49Zy6/iCn2pqj3nGLn/Kuux7n/6zfxcFvg4uTlxEaFD8JtAuVYeSbhi6ojwQOpzAQmmE/L5fVbpBuJdBG2i52zuHZ7qV1baCtnTFxvCC10Ey7cYFaHvs69rldrPGbDW5zn+WjL6V0ZGYFlaxVJ4wPCrfe+yx/d+Vr1BguvxYcv/rYu1l+yqGiWwKPMgQQr5FLFEKGdzonXt+CCyXnPr1XCcv2nWPYtWoOuvRepUmiVMalIVPSG3O7ZjYUk1vJkS+TpfUmtKhnMjSULGfprOdcd5TuuMQ7j1Bx3B4H1dCO9ZOoUGOjtLwfdM8sxRrYPtL1OU2qwe5lniTjZ84/FJ3AJYMmK/kM5/W3p/sCUUlUSjvsUkZPDwbeeew4h6vLOAms+nWmledYdZFT0xX8usT0tBodumIZIokWfZo4pbjGbLphJwbZJH+BkiENoc2KL0uEUbKiJOq5BAGVirkMKorX6tIjxM9Zzn2aBCpPLk9XKmMRtgRcRWu+JAXojLXdE9XMpmG2zaVEX4Q617sPOcq41wbAVRajkMo1pqRlIrY6CgohFm5RhSZYXqLKIetjRAeRCm39kPHUAqpE8GubHPr6UZ588zGeWTjEq+uzLLsh7z36JU7cucqlP7vJVnQRPWiXhSnG3JkuFCxA7YwX13bpjFOgXwr0tHGTUjTHFWujlu9mwbN5uLIxHVMoSAXTRcf0hhppoV4PLJy2dMxh6JkuV0wroV4TBtOdO2N3jub/ICW+VCWtUJ2weUS4cFfDP3/V73PQeerILf6v5+5l+uAhw9MKazcxMRIbwzXFSiE7VegvYaOSySyWmQkAOqs6p/2FDtctMjcmKz1Z+Ol7dsjGB5widKVUKNpdMwc4tcW5CoVS0ipT4EeyytthrNBT6okmDdJ43hR8FWuSpjbafmQHajuQjpoaEvzTKd2E82p5z2J/7Nj+My6VZRl8lrcV1l+iVpaTofrIikiPT+ycrimeH6B14GC1zvX1eZacLXddfEinxwfwY4N6XGNL6Woj4GN6XJIDPinv2K5QO7R2qHeRESam7LfRhzhnxUzin1aWHTM701IfC5hOnTPFmDDv0mGZ2DOV735LwUawBRbKztuUDbKu7P+Ucjgdu4XpM2PJl21JE8Xs5JHbU1j65fG9+5KMJdl6jXx9FymtcazNOmXbgER/h6VE8DCe4C5vGOyxNLCU06oWObu2zqFvTXjw9E2cbFY5G8wqfsvwPP/w5j/j7J0x1YE3BW6GkY2BMkI7GZOuUerLGksM2phrB6bkR+db6vWurVaysKVan1KtjfHrDdWG1asNtdAsOqaLLtKGrfbs4GJntYfaWD9G1/QWGbtD2RMWfcr/rB4rDB7SkpFM0QsVrL1pzE/85W/whsE51uJ7+O3pCh//yts4dEqjk7RTgALZisxME9dZupnPnaxU6RRpzoqIfWowh2jJ7shQiweZ0isi3oOH6NoC3eTQG/auWD0kpRlhjOQ3ENdBKm4a7016gqldiTHkuv+TMyl4yZh+Dh5LhbjTpX13vywZGuA7CqXdu87Cb2M++F4Ua+5nsRpK92PGmi9TQ2c8WYr+x/OmwiPBp3uv+dmW6YgtHqCbeNWBX7aX5dR0lcPVJZbcmIvtiJqWafBUGxFCKyZzFUGke95SKGEo2j2jy3rWdsLry9wvrZJTGyR4pxgDWZICbcrfXWdtJ4U4+wan1AbleZIVDKj3bJtQbBZ/753TrPFtk7N9tzKbv/5K53RxwKT7mSmiArgOrw/BctAP66joo6O7aXEXLuMuebSubL/NCagyPHGBtUeP8dyrDvHUcJmjbsKi1Nw7ehp/5xrt8QPGd4++wVSutA6WysD8OSm7boyo3jSeu1n3huH7zYDfADdKBptlqVSBMPD4ccvic+s28XvH5GBtvoCJ4CdtzlnfLlYQLIp2dLmJsKllxdyp7AlFbzh8aZl1VhyYcrl8k/CBt/4JP778CLUIHjjZen7l2R/nwGOWMjTh20lhK2QHaC8Cs1x+FZODFNfLL2bBb8/4dFZA8fh0XMTTkmIouerpeonZUSqOZPnOOmt7nHo6iyKfX6EZJCXV9T1dK9E2k0L0bedwzVkvk7UalXHwgk8TQ91BRa4xx2/P51GsXiRNAqkf0+4eZlx+DXizhQAACWFJREFUhlqpSOdwTgo9Om0NetJ8fKrs46aglT0LoJd/P3hs9RK6dochDEcTnhsfIqhwoV6gVcfITQk4nrp4GLCUxvWGPe9QWRIxv9mttDrl3a0sbCzEzqdxQWc4dBZuhDUSrl9CI7MKtMeggdkcMuV+NhlJPmdPEr6eJhUxGGS7JGPlMTJzPAFbiTi2sNG+JykcuS8n6gTBQ2iMubTgkTRgQvL3qAVVNYbjW476aAVHxo6UtQIGNXjH6uPw+Duu5zWjk7xpcIKRVBz1nr9x+zf4o+X7WDxj0bFtHam38XmHKrJutDAKC+QhbXcTpVmwQuODiw3SGKumWapx45Yw8lb0/dIE0dYw/E1PO6zwk8Do9CYybWlWasarNfWlFjcJuEkL64EQGT07lT2h6KGzso1FUeSAB8YrjsNvP8nPrjzIAScEYKLKn67fwWN/fhuHzmm+2WVADZCtx0zPS7BLUubx4ZSO0H4oPHnCKQtm9Ky8xKFP50qYt5tR+PGdl6iYS1ZNbkO2TCUra2m6SNFk9bYjzTzeTM3MitWWndKYsuw7d4sVRfRVtIMI08QSapnIU3XKN523jCROxV7KOq9lEZGUSbMX4JX+df0JtktelpRm/LfqVk7NyKikbgIixnRoauM851qcsRBJehahgiPL69w6PMtUPQf9eg6UatVxYWNEXTB0ErzkppafZFaSM1hazZPK1iAhU/WW/99gkxSEpkSlmRk62GpxVjFn+IWecuzoirZd6e9fTgzlOfJ+5WpgGw58PndyIJcEhWIy+Z6t+/K47My2SV9ijpkMRQEW24zlvQl0k1sMrkqUS5ma80lrb4VYkrJXNYU/MHhKK0+7PKTaVL710jHWDo0407bc6D01np9afZBPvfEeY8xMIAxguizUl6zvKQtttamZYmupN9JqO+qJhZhCYdylTBgfqnJ22LTaXXixsoL0A+kZLdMDA/TQEBXLoumaQLU2tn42lvAsjPZZhSnoFDxEBUBnmU8OwgdufYBjsXTWqbbhpTDk82dex+LJTvmUmHkZrZlohyp9JVBSLXvO2arYJl37jOsa9wv0HI8ZR0+BQ8WqvJ/cq1OkaT/Eloc5L3z0HKcyeNBlgkwHtkODtnzMKllaEyFCDgK4STeJloyj9OmnGnNna06ZLK67j8mSC7Gqj4vlR+0axXLfdfcrr55mRlca3H5iNLSSL58zTQ6w/EYlZbV4XqnfOYLWYeULvfR8IWlyDwO4efk8x6qLvNQuU0vDVD1rYWT7xgefJsC2tvB2H4tA+0ngSnBGqFy29IDMGjLGhil0SdWy0uNzahBMMTHbvdnGslft4+YiFjzksO1XUJpZ0hgtoCNKZXqFfuVArsLJmoIJt5ynlPJ8O5kIZhy9Gi31NNEYxCQdzTL2Oxe2Sc5aLLrYRTqlOmdO3pj+QJo2M2BSPEGohbVLC0y14nwYcKMHL8Jt1SWO3Xye8WPHSEFvYWhjz4+V6VL5viv1ZXIMjq2g7bdqvc0wZPCOdsEzWXZ5nLmpGWrNUrdqGL40ydTkZinWzFXw49aKlyzUVoikKXwSOxTZEtm2CyIia8Dju92OV1iOAmd2uxGvoMz7s/flWuvTvD8vL69S1WMvt9NesegfV9V7drsRr6SIyFeupT7N+7P35Vrr07w/r5zsHM2fy1zmMpe57EuZK/q5zGUuc7nGZa8o+o/udgO+D3Kt9Wnen70v11qf5v15hWRPOGPnMpe5zGUu3z/ZKxb9XOYyl7nM5fskc0U/l7nMZS7XuOy6oheR94jI4yJyXEQ+tNvt2YmIyH8RkdMi8kix7bCIfE5Enoifh+J2EZH/EPv3dRF5y+61fHsRkVtE5Isi8k0R+YaI/ELcvp/7NBKRL4vI12Kf/k3c/sMi8kDs0++KyCBuH8bvx+Pvt+1m+68kIuJF5EER+Wz8vm/7IyJPicjDIvKQiHwlbtu3Yw5ARFZF5FMi8lh8n+7bC33aVUUf69D+OvATwF3Ae0Xkrt1s0w7lt4D3zGz7EPB5Vb0D+Hz8Dta3O+Lf+4Hf+AG18buRBvhnqnoncC/wwfgc9nOfxsD9qvom4G7gPSJyL/DLwK/FPp0D3hf3fx9wTlVfDfxa3G8vyi8A3yy+7/f+/Kiq3l3wy/fzmAP498Dvq+rrgDdhz2r3+6Squ/YH3Af8QfH9w8CHd7NN30XbbwMeKb4/DtwY/78RCwID+E/Ae7fbb6/+Af8L+GvXSp+AReAvgLdhkYlV3J7HH/AHwH3x/yruJ7vd9pl+3IwpivuBz2KZAPZzf54Cjs5s27djDlgBvjN7n/dCn3YburkJeLb4fiJu249yvaq+ABA/r4vb91Uf4xL/zcAD7PM+RZjjIeA08DngSeC8qqYk32W7c5/i7xeAIz/YFr+sfAT4F3Sp8I6wv/ujwB+KyFdF5P1x234ec7cDLwK/GeG1/ywiS+yBPu22ot8mqxLXGt9z3/RRRJaB3wP+qapevNqu22zbc31S1VZV78Ys4b8C3LndbvFzT/dJRP4mcFpVv1pu3mbXfdGfKD+iqm/BIIwPisg7r7LvfuhPBbwF+A1VfTNwmQ6m2U5+YH3abUV/Aril+H4z8PwuteX/V06JyI0A8fN03L4v+igiNabk/5uq/o+4eV/3KYmqngf+GPM/rIpIyvFUtjv3Kf5+EDj7g23pVeVHgJ8WkaeAT2DwzUfYv/1BVZ+Pn6eBT2OT8X4ecyeAE6r6QPz+KUzx73qfdlvR/zlwR2QODIC/B3xml9v0vcpngJ+L//8chnOn7f8getjvBS6kZdxeERER4GPAN1X1V4uf9nOfjonIavx/AfgxzDH2ReBn4m6zfUp9/RngCxqB070gqvphVb1ZVW/D3pMvqOrfZ5/2R0SWRORA+h/468Aj7OMxp6ongWdF5LVx07uBR9kLfdoDDoyfBL6F4af/arfbs8M2fxx4AZhis/L7MPzz88AT8fNw3FcwZtGTwMPAPbvd/m3683Zsyfh14KH495P7vE9vBB6MfXoE+KW4/Xbgy8Bx4L8Dw7h9FL8fj7/fvtt9uErf3gV8dj/3J7b7a/HvG+nd389jLrbzbuArcdz9T+DQXujTPAXCXOYyl7lc47Lb0M1c5jKXuczl+yxzRT+XucxlLte4zBX9XOYyl7lc4zJX9HOZy1zmco3LXNHPZS5zmcs1LnNFP5e5zGUu17jMFf1c5jKXuVzj8v8Ay5mUUb3S1r8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kernel_size=5\n",
    "def gaussion_blur(gray, kernel_size):\n",
    "    return cv2.GaussianBlur(gray, (kernel_size, kernel_size),0)\n",
    "gaussion = gaussion_blur(gray,kernel_size)\n",
    "plt.imshow(gaussion)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x24a06852978>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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9mTXOqOsA5J3P3mE/mYPezBphOLTHBfjKvA75Yhz0ZuT3CTtEFmuaz9vLZjoOejMcHE2RbdW7W6Y8HnVjZo3kkC+Pg97MGsMXD6+Gg97MrOMc9NZ7bjU2S95lBm0+DnozazR/Ec/PQW9mjeIzWpbPQW82gluS9fG5b8pV5JqxGyXdKemgpAOS3pGmv0fSv0val/4uzzznOkmHJD0g6bIqK2A2r7wWo8dw18uffbmKHDD1FPCuiPi6pJ8G7pW0Oz12fUT8RXZmSecDVwKvBM4F7pD00oh4usyCm1l/OPjnM7FFHxFHI+Lr6fYTwEFg/ZinbANuiYjjEfE94BBwURmFNbP+cPdNeabqo5d0HnABcFea9HZJ+yXdJOnMNG09cDjztGVyvhgkbZe0V9LeJzk+dcHNrF/cqp9d4aCX9FzgU8A7I+IHwA3Ai4HNwFHgL1dmzXl6nDQhYkdELEXE0ipWT11wM+s2B3t5CgW9pFUMQv5jEfFpgIh4OCKejogfAx/iJ90zy8DGzNM3AEfKK7JZeUZ1BzhkmsHdN+UoMupGwI3AwYj4QGb6usxsbwLuT7d3AVdKWi3phcAm4O7yimxmfTXqgiQ2XpEW/WuB3wQuGRpK+eeS7pO0H3gd8HsAEXEAuBX4JvB54BqPuLG2cZg0w6SLj1gxijip+3zhztDa2KJL6y6G9ZDHyzefl9Fod8TOeyNiadJ8PjLWem1UgLi12ByjDmiz4hz0Zjncgmw2L5/pOOjNrPHyWvBu1RfnoDcb4gBpHrfg5+OgN7NWGP4CdvgX56C33nLLvf28DItx0JtZK7gFPzsHvZm1lsO/GAe92RCHR3N59M1sHPRm1ho+181sHPTWWz7isp188fDpOejNrHV8+uLpOOjNrPXcqh/PQW+95AuOtJuX03Qc9GbWSu6+Kc5Bb2ad4Fb+aA56M2slj5oqrsg1Y0+TdLekb0g6IOm9afoLJd0l6UFJn5T0rDR9dbp/KD1+XrVVMLO+crAXU6RFfxy4JCJeDWwGtkq6GPgz4PqI2AQ8Clyd5r8aeDQiXgJcn+YzaxT/zO8mL9d8E4M+Bn6Y7q5KfwFcAuxM028Grki3t6X7pMcvlaTSSmxmlkzTfXP7kX29/QVQqI9e0imS9gHHgN3Ad4DHIuKpNMsysD7dXg8cBkiPPw6clfOa2yXtlbT3SY7PVwsz662i56m/7NzNvW3xFwr6iHg6IjYDG4CLgFfkzZb+57Xe46QJETsiYikillaxumh5zcxO0NfwnsZUo24i4jHgS8DFwBpJp6aHNgBH0u1lYCNAevx5wCNlFNasDH39+d5lXqbjFRl1c7akNen2s4HXAweBO4E3p9muAj6bbu9K90mPfzEiTmrRm5mVZbhV7+A/UZEW/TrgTkn7gXuA3RFxG/Bu4PclHWLQB39jmv9G4Kw0/feBa8svtln5HA7d4e6cE506aYaI2A9ckDP9uwz664en/y/wllJKZ2ZW0O1H9p0Q8MP3+8xHxlqveOPvD1+k5Ccc9GbWCf4CH81Bb2adNdyV01cOejPrjHEXD+9zV46D3izxT//2y1uGXq4OejPrgb625Fc46M2sU/oe6nkc9NYr/hnffe6+OZmD3sx6oc8tfQe9Gf0OgS4atTz72rJ30FtvOMz7w903J5p4rpu2y9u4+7zAzfqsr6fA6HTQ5y1Ut+rM+qGvoZ7HXTdm1ht9Df7OBv2o1nxfF7RZ34w65UF2Wl9+4Xcy6EcFukO+35q+/PsSOovU9GW+KJ0M+jzeiGycpgSC19PyDX+mTVnWi1TkmrGnSbpb0jckHZD03jT9I5K+J2lf+tucpkvSByUdkrRf0oVVVyLLXTbWVpedu9nr6YL07Qu1yKib48AlEfFDSauAr0j65/TYH0TEzqH53whsSn9bgBvS/8o50M1s2Lhu3L7kxcQWfQz8MN1dlf5izFO2AR9Nz/sasEbSuvmLOhuHv5lN2inbdYX66CWdImkfcAzYHRF3pYfel7pnrpe0Ok1bDxzOPH05TRt+ze2S9kra+yTH56jCgHfA2jhN36j7OBKkbn3KhkJBHxFPR8RmYANwkaSfA64DXg78ArAWeHeaXXkvkfOaOyJiKSKWVrE65ynTyVto3mCsiKatJ30KoEXp+2c61aibiHgM+BKwNSKOpu6Z48CHgYvSbMvAxszTNgBHSijrSKN+lvV94Vp7rIz5btqXTpf0ufumyKibsyWtSbefDbwe+NZKv7skAVcA96en7ALelkbfXAw8HhFHKyk9HmVj3eFRN9Xqc9dukVE364CbJZ3C4Ivh1oi4TdIXJZ3NoKtmH/Dbaf7PAZcDh4AfAb9VfrHNzKyoiUEfEfuBC3KmXzJi/gCumb9ok7k1b0V5nTDob2b05shYM7M8XQ95aHHQ9/Wb2cxmNyofur5TtrVB70C3snhd6pdRFyPqcti3Mug9nNLMrLjWBb27bGxaXW6p2fRGZUWXM6RVQe8N1szKMCpLupoxrQr6vANK3Jq3eXR1w7bx+taqb03Qj9ogu7pgzKweXfzyb03QO9BtVl53LE8XA30UDQ5krbkQ0hPAA3WXo2TPB/6r7kKUyPVpvq7VyfWZ7Gcj4uxJMxU5180iPBARS3UXokyS9napTq5P83WtTq5PeVrTdWNmZrNx0JuZdVxTgn5H3QWoQNfq5Po0X9fq5PqUpBE7Y83MrDpNadGbmVlFHPRmZh1Xe9BL2irpAUmHJF1bd3mKkHSTpGOS7s9MWytpt6QH0/8z03RJ+mCq335JF9ZX8nySNkq6U9JBSQckvSNNb3OdTpN0t6RvpDq9N01/oaS7Up0+KelZafrqdP9Qevy8Oss/iqRTJP2rpNvS/dbWR9JDku6TtE/S3jSttescgKQ1knZK+lbanl7ThDrVGvTpOrR/C7wROB94q6Tz6yxTQR8Btg5NuxbYExGbgD3pPgzqtin9bQduWFAZp/EU8K6IeAVwMXBNWg5trtNx4JKIeDWwGdiaLlb/Z8D1qU6PAlen+a8GHo2IlwDXp/ma6B3Awcz9ttfndRGxOTO+vM3rHMBfA5+PiJcDr2awrOqvU0TU9ge8Brg9c/864Lo6yzRF2c8D7s/cfwBYl26vY3AQGMDfA2/Nm6+pf8BngTd0pU7A6cDXgS0Mjkw8NU1/Zv0Dbgdek26fmuZT3WUfqscGBkFxCXAboJbX5yHg+UPTWrvOAWcA3xv+nJtQp7q7btYDhzP3l9O0NjonIo4CpP8vSNNbVcf0E/8C4C5aXqfUzbEPOAbsBr4DPBYRT6VZsuV+pk7p8ceBsxZb4on+CvhD4Mfp/lm0uz4BfEHSvZK2p2ltXudeBPwn8OHUvfYPkp5DA+pUd9ArZ1rXxnu2po6Sngt8CnhnRPxg3Kw50xpXp4h4OiI2M2gJXwS8Im+29L/RdZL0q8CxiLg3Ozln1lbUJ3ltRFzIoAvjGkm/NGbeNtTnVOBC4IaIuAD4H37STZNnYXWqO+iXgY2Z+xuAIzWVZV4PS1oHkP4fS9NbUUdJqxiE/Mci4tNpcqvrtCIiHgO+xGD/wxpJK+d4ypb7mTqlx58HPLLYko71WuDXJD0E3MKg++avaG99iIgj6f8x4DMMvozbvM4tA8sRcVe6v5NB8Ndep7qD/h5gUxo58CzgSmBXzWWa1S7gqnT7Kgb93CvT35b2sF8MPL7yM64pJAm4ETgYER/IPNTmOp0taU26/Wzg9Qx2jN0JvDnNNlynlbq+GfhipI7TJoiI6yJiQ0Scx2A7+WJE/AYtrY+k50j66ZXbwK8A99PidS4i/gM4LOlladKlwDdpQp0asAPjcuDbDPpP/7ju8hQs8yeAo8CTDL6Vr2bQ/7kHeDD9X5vmFYORRd8B7gOW6i5/Tn1+kcFPxv3AvvR3ecvr9CrgX1Od7gf+JE1/EXA3cAj4R2B1mn5aun8oPf6iuuswpm6/DNzW5vqkcn8j/R1Y2fbbvM6lcm4G9qb17p+AM5tQJ58Cwcys4+ruujEzs4o56M3MOs5Bb2bWcQ56M7OOc9CbmXWcg97MrOMc9GZmHff/vKkyTq+rszAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def canny(img, low_threshold,high_threshold):\n",
    "    return cv2.Canny(img, low_threshold, high_threshold)\n",
    "canny = canny(gaussion,140,430)\n",
    "plt.imshow(canny)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x24a081364e0>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def region_of_interest(img,vertices):\n",
    "    '''\n",
    "    Apply an image mask\n",
    "\n",
    "    '''\n",
    "    #define a blank mask to start with\n",
    "    mask = np.zeros_like(img)\n",
    "\n",
    "    #defining a 3 channel or 1 channel color to fill the mask with depending on the input image\n",
    "    if len(img.shape)>2:\n",
    "        channel_count = img.shape[2]\n",
    "        ignore_mask_color = (255,)*channel_count\n",
    "    else: \n",
    "        ignore_mask_color = 255#涂黑\n",
    "\n",
    "    cv2.fillPoly(mask,vertices,ignore_mask_color)\n",
    "\n",
    "    masked_image = cv2.bitwise_and(img,mask)#与操作\n",
    "    return masked_image \n",
    "##区域的选取\n",
    "#vertices = np.array([[(0, canny.shape[0]), (275, 250), (350, 450), (canny.shape[1], canny.shape[0])]])\n",
    "vertices = np.array([[(30,canny.shape[0]),(230, 200), (400, 80), (860,canny.shape[0])]], dtype=np.int32)\n",
    "roi = region_of_interest(canny,vertices)\n",
    "plt.imshow(roi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x24a0ce1f320>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Hough transform parameters\n",
    "rho = 2\n",
    "theta = np.pi / 180\n",
    "threshold = 19\n",
    "min_line_length = 60\n",
    "max_line_gap = 30\n",
    "\n",
    "def linear_fit(x, a, b):\n",
    "    return a * x + b\n",
    "\n",
    "def draw_lines(img, lines, color=[255, 0, 0], thickness=10):\n",
    "    right_x,right_y,left_x,left_y=[],[],[],[]\n",
    "    for line in lines:\n",
    "        for x1,y1,x2,y2 in line:\n",
    "            if ((y2-y1)/(x2-x1))<0:\n",
    "                \"right_line\"\n",
    "                right_x.append(x1)\n",
    "                right_x.append(x2)\n",
    "                right_y.append(y1)\n",
    "                right_y.append(y2)\n",
    "            elif ((y2-y1)/(x2-x1))>0:\n",
    "                \"left_line\"\n",
    "                left_x.append(x1)\n",
    "                left_x.append(x2)\n",
    "                left_y.append(y1)\n",
    "                left_y.append(y2)\n",
    "                \n",
    "    right_a, right_b = optimize.curve_fit(linear_fit, np.array(right_x), np.array(right_y))[0]\n",
    "    right_x1 = int((img.shape[0] - right_b)/right_a)\n",
    "    right_y1 = img.shape[0]\n",
    "    right_x2 = int((0 - right_b)/right_a)\n",
    "    right_y2 = 0\n",
    "    cv2.line(img, (right_x1, right_y1), (right_x2, right_y2), color, thickness)\n",
    "    \n",
    "    left_a, left_b = optimize.curve_fit(linear_fit, np.array(left_x), np.array(left_y))[0]\n",
    "    left_x1 = int((img.shape[0] - left_b)/left_a)\n",
    "    left_y1 = img.shape[0]\n",
    "    left_x2 = int((0 - left_b)/left_a)\n",
    "    left_y2 = 0\n",
    "    cv2.line(img, (left_x1, left_y1), (left_x2, left_y2), color, thickness)\n",
    "    \n",
    "def hough_lines(img, rho, theta, threshold, \n",
    "                min_line_len, max_line_gap):\n",
    "    lines = cv2.HoughLinesP(img, rho, theta, threshold, np.array([]),\n",
    "                          minLineLength=min_line_len, \n",
    "                          maxLineGap=max_line_gap)\n",
    "    line_img = np.zeros((img.shape[0], img.shape[1], 3), dtype=np.uint8)\n",
    "    draw_lines(line_img, lines)\n",
    "    return line_img\n",
    "\n",
    "\n",
    "line_img = hough_lines(roi, rho, theta, threshold, \n",
    "                       min_line_length, max_line_gap)\n",
    "plt.imshow(line_img)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x24a0ce743c8>"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def weighted_img(img, initial_img, α=0.7, β=1., λ=0.):\n",
    "    \"\"\"\n",
    "    `img` is the output of the hough_lines(), An image with lines drawn on it.\n",
    "    Should be a blank image (all black) with lines drawn on it.\n",
    "    \n",
    "    `initial_img` should be the image before any processing.\n",
    "    \n",
    "    The result image is computed as follows:\n",
    "    \n",
    "    initial_img * α + img * β + λ\n",
    "    NOTE: initial_img and img must be the same shape!\n",
    "    \"\"\"\n",
    "    return cv2.addWeighted(image, α, line_img, β, λ)\n",
    "mix = weighted_img(line_img,image,α=0.7, β=1., λ=0.)\n",
    "plt.imshow(mix)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
